Import packages¶
In [ ]:
import mne
import numpy as np
import scipy
from scipy.signal import savgol_filter
from scipy.stats import trim_mean
from sklearn.manifold import MDS, TSNE
from sklearn.cluster import KMeans
from sklearn.covariance import shrunk_covariance
import copy
import torch
import seaborn as sns
import matplotlib.pyplot as plt
from matplotlib.pyplot import MultipleLocator
from pylab import mpl
import seaborn as sns
import dill
import warnings
warnings.filterwarnings('ignore')
from utils import UDEC_Network, draw_states, ttest_for_clusters
In [ ]:
plt.rcParams['font.family']=['Arial', 'Times New Roman']
plt.style.use('default')
mpl.rcParams["axes.unicode_minus"] = False
%config InlineBackend.figure_format = 'svg'
font = {'family':['Arial', 'Times New Roman'], 'color':'k', 'weight':'normal', 'size':10 }
colors = sns.color_palette('tab10')
device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')
print(device)
mne.cuda.init_cuda(verbose=True)
cuda:0 Now using CUDA device 0 Enabling CUDA with 10.09 GB available memory
Load EEG data¶
In [ ]:
subject_num = 40
erp_data = np.zeros((subject_num, 2, 28, 256)) # [subject, type, ch, time]
trim = lambda x: trim_mean(x, 0.3, axis=0)
file_path_pre = './N170_Data/'
file_path_post = '_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set'
for sub in range(subject_num):
file_name = file_path_pre + str(sub+1) + file_path_post
# from -200 ms to 800 ms, baseline correction performed
epo = mne.io.read_epochs_eeglab(file_name);
# epo.ch_names
eog_ch_list = ['HEOG_left', 'HEOG_right', 'VEOG_lower', '(corr) HEOG',
'(corr) VEOG', '(uncorr) HEOG', '(uncorr) VEOG']
epo.drop_channels(eog_ch_list);
reject = dict(eeg=80e-6 ) # unit: V (EEG channels)
flat_criteria = dict(eeg=1e-6)
epo.drop_bad(reject, flat=flat_criteria);
# epo.plot_drop_log();
# epo.plot(events=True);
events_dict = { }
for pic in ['face', 'car']:
events_dict[pic] = []
for id in epo.event_id:
# bin 1 Faces
# bin 2 Cars
# bin 3 Scrambled Faces
# bin 4 Scrambled Cars
if id[1] == '1':
events_dict['face'].append(id)
elif id[1] == '2':
events_dict['car'].append(id)
for i, pic in enumerate(['face', 'car']):
erp_data[sub, i] = epo[events_dict[pic]].average(method=trim).get_data()
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\1_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
240 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['P7']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['P7', 'PO8']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'PO4']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1', 'PO7', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FC4']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['F7', 'PO3', 'Pz', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'FC4', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['F7', 'FC4']
Rejecting epoch based on EEG : ['F7', 'P7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4', 'C6', 'PO8', 'O2']
Rejecting epoch based on EEG : ['F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FC4']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'O1', 'Oz', 'F4', 'FC4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'FC4']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4', 'C6', 'P8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Pz', 'CPz', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'Cz', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['P7', 'PO7', 'O1', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['P7', 'PO7', 'O1', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['P7', 'PO7', 'O1', 'Oz', 'Pz', 'FC4', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO8']
Rejecting epoch based on EEG : ['PO7', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'FC4', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'F4', 'FC4', 'C6', 'P8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'P7', 'PO7', 'F4', 'FC4', 'C6', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'F4', 'FC4', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'O1', 'FC4', 'C6', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'PO3', 'O1', 'Pz', 'FC4', 'C6', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'PO7', 'FC4', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC3', 'PO7', 'F4', 'FC4', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'O1', 'F4', 'FC4', 'C6', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'O1', 'F4', 'FC4', 'C4', 'C6', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'F4', 'FC4', 'C6', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4', 'C6', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'FC4', 'C6', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO3', 'Pz', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'PO3']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'PO3', 'FC4', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'F4', 'FC4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'PO3', 'O1', 'F4', 'FC4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4', 'C6', 'P8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'O1', 'F4', 'FC4', 'C6', 'P8', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'PO3', 'O1', 'F4', 'FC4', 'C6', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'FC4', 'C6', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'FC4', 'C6', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'O1', 'F4', 'FC4', 'C4', 'C6', 'P4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'P7', 'PO7', 'F4', 'FC4', 'P4', 'P8', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'O1', 'F4', 'FC4', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'PO3', 'O1', 'F4', 'FC4', 'C6', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'PO7', 'O1', 'F4', 'FC4', 'C6', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'P7', 'PO7', 'F4', 'FC4', 'C6', 'P8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'O1', 'F4', 'FC4', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'PO3', 'O1', 'Oz', 'FC4', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['Oz']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO3', 'O1']
Rejecting epoch based on EEG : ['Oz']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'Oz', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'Oz', 'F4', 'FC4']
Rejecting epoch based on EEG : ['F7', 'P7', 'PO7', 'PO3', 'O1', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'PO3', 'O1', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['P7', 'PO7', 'O1', 'P8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'O1', 'FC4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'O1', 'F4', 'FC4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'O1', 'F4', 'FC4', 'C6', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'F4', 'FC4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Pz', 'CPz', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'Cz', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'C5', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'F4', 'FC4', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'F4', 'FC4', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC3', 'C5', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Pz', 'F4', 'FC4', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'PO3', 'O1', 'F4', 'FC4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'O1', 'F4', 'FC4', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'C5', 'P7', 'PO7', 'O1', 'F4', 'FC4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'C5', 'P7', 'PO7', 'PO3', 'O1', 'Pz', 'F4', 'FC4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'O1', 'F4', 'FC4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'PO7', 'O1', 'F4', 'FC4', 'C4', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'C5', 'P7', 'PO7', 'FC4', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'P8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'PO7', 'PO3', 'O1', 'Oz', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'Oz', 'P4', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'PO3', 'PO8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'O1']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'O1', 'F4', 'FC4', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'PO3', 'O1', 'Oz', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4', 'C6']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4', 'C6', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'C5', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'C5', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC3', 'F4', 'FC4', 'C6', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'F4', 'FC4', 'C6', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4', 'C6']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4', 'C6']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'C5', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'C5', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC4', 'C6']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC3', 'FC4', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'C5', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'C5', 'Oz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'C5', 'PO7', 'Oz', 'FC4', 'C6', 'P4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC3', 'P7', 'PO7', 'O1', 'F4', 'FC4', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'C5', 'P7', 'PO7', 'F4', 'FC4', 'C6', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'FC4', 'P8', 'PO8']
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4', 'C6', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4', 'C6']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C5', 'F4', 'FC4', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'Oz']
Rejecting epoch based on EEG : ['FP1', 'F7', 'Oz']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'Oz']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'PO3', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO7', 'PO3', 'FC4', 'C6']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'PO7', 'F4', 'FC4', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'C5', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4', 'C6']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'Oz', 'CPz']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4', 'C6']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'Pz', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4', 'C6']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'C5', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'F4', 'FC4', 'C6', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC4']
192 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\2_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
314 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['P3', 'Pz', 'CPz']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['Pz']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['Pz']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO3', 'Pz']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['Pz']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['FCz', 'Cz']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['P3']
70 bad epochs dropped
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\3_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
301 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'FP2', 'F4']
Rejecting epoch based on EEG : ['FP2', 'FC4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'Pz', 'CPz', 'FP2', 'F4']
Rejecting epoch based on EEG : ['Oz', 'FP2']
Rejecting epoch based on EEG : ['FP2', 'F4', 'PO4']
Rejecting epoch based on EEG : ['Oz', 'FP2', 'F4', 'O2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['Oz', 'FP2', 'F4', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'PO3', 'O1', 'Pz', 'FP2', 'F4']
Rejecting epoch based on EEG : ['F7', 'FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['Oz', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F7', 'FP2']
Rejecting epoch based on EEG : ['F3', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['PO3', 'O1', 'Oz', 'FP2', 'PO8']
Rejecting epoch based on EEG : ['F3', 'Pz', 'FP2', 'F4']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F7', 'FP2', 'F4']
Rejecting epoch based on EEG : ['F3', 'F7', 'PO3', 'Pz', 'FP2', 'F4', 'PO4']
Rejecting epoch based on EEG : ['P3', 'PO7', 'PO3', 'Pz', 'CPz', 'FP2', 'F4', 'Cz', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F7', 'FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F3', 'F7', 'FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Pz', 'CPz', 'FP2', 'F4', 'F8', 'FC4', 'C6', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'Oz', 'FP2']
Rejecting epoch based on EEG : ['F7', 'FP2']
Rejecting epoch based on EEG : ['P3', 'PO3', 'FP2', 'F4', 'F8', 'PO4']
Rejecting epoch based on EEG : ['PO3', 'FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'FP2', 'F4']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['Oz', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FP2']
Rejecting epoch based on EEG : ['F7', 'FP2']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'Pz', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Pz', 'FP2', 'F4', 'C4', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F7', 'P3', 'PO3', 'O1', 'Oz', 'Pz', 'CPz', 'FP2', 'F4', 'F8', 'P4', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['PO3', 'FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['Pz', 'FP2', 'F4', 'F8']
Rejecting epoch based on EEG : ['F3', 'PO3', 'Oz', 'FP2', 'F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'FP2', 'F4']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'FP2', 'Fz', 'F4']
Rejecting epoch based on EEG : ['FP2', 'C6']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['O1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['PO3', 'FP2', 'P8', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'PO7', 'PO3', 'O1', 'Oz', 'Pz', 'FP2', 'F4', 'F8', 'P8', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'P3', 'PO7', 'PO3', 'O1', 'Oz', 'Pz', 'FP2', 'F4', 'F8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'Pz', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'F7', 'FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F7', 'FP2', 'F4']
Rejecting epoch based on EEG : ['F3', 'F7', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['F7', 'FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'FP2', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'F7']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Pz', 'FP2', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Pz', 'CPz', 'FP2', 'Fz', 'F4', 'F8', 'P4', 'PO4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'FC4']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'PO3', 'O1', 'Oz', 'Pz', 'FP2', 'F4', 'FC4', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F7', 'FP2']
Rejecting epoch based on EEG : ['P7', 'PO3', 'FP2', 'F4']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['PO7', 'FP2', 'P8', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'P3', 'P7', 'PO7', 'PO3', 'FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['P3', 'PO7', 'Pz', 'FP2']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['FC4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['PO3', 'Oz', 'Pz', 'FP2', 'F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['FP1', 'O1', 'FP2', 'PO4']
Rejecting epoch based on EEG : ['F7', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
228 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\4_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
292 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['F7', 'PO7', 'F4']
Rejecting epoch based on EEG : ['PO7', 'F8', 'PO8']
Rejecting epoch based on EEG : ['F7', 'PO7', 'O1', 'FP2', 'F8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC3', 'C5', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'Cz', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C5', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'FP2', 'Fz', 'F4', 'F8', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F7', 'PO7', 'O1', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FP2', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'O1', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'PO8', 'O2']
Rejecting epoch based on EEG : ['F7', 'PO7', 'O1', 'F8', 'PO8']
Rejecting epoch based on EEG : ['F7', 'PO7', 'FP2', 'P8', 'PO8']
Rejecting epoch based on EEG : ['PO7', 'PO8']
Rejecting epoch based on EEG : ['F7', 'PO7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C5', 'PO7', 'O1', 'FP2', 'F4', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'PO7', 'O1', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P8', 'PO8', 'O2']
28 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\5_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Not setting metadata
318 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'F4']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['Oz']
Rejecting epoch based on EEG : ['F7', 'Oz', 'F8', 'O2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C5', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['C6']
24 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\6_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
238 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'PO7', 'FP2']
Rejecting epoch based on EEG : ['FC4']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['PO7', 'FP2']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['FP1', 'F4', 'F8', 'FC4']
10 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\7_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
307 matching events found
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['C6']
Rejecting epoch based on EEG : ['C6']
Rejecting epoch based on EEG : ['C6']
Rejecting epoch based on EEG : ['C6']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['O1']
9 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\8_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
304 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['P7']
Rejecting epoch based on EEG : ['Oz']
Rejecting epoch based on EEG : ['Fz']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['Oz']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['Oz', 'O2']
Rejecting epoch based on EEG : ['Oz']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['Oz']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['Oz']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['Oz']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
39 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\9_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Not setting metadata
314 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'P3']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'FC3', 'C5', 'O1', 'FP2', 'F4', 'F8', 'FC4', 'C4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['FC4']
Rejecting epoch based on EEG : ['O1', 'F4', 'F8']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['F8']
18 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\10_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
249 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'F8', 'FC4', 'C6']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F7', 'FC3', 'C5', 'F8', 'C6']
Rejecting epoch based on EEG : ['F8', 'FC4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F7', 'F8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['F7', 'FC3', 'C3', 'C5', 'F8', 'C6', 'PO8']
Rejecting epoch based on EEG : ['F7', 'C5']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['Fz']
Rejecting epoch based on EEG : ['F7', 'FC3', 'C5']
Rejecting epoch based on EEG : ['F7', 'FC3', 'C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['F7', 'C5']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C5', 'P7', 'PO7', 'O1', 'Fz', 'F4', 'F8', 'FC4', 'C4']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['C5', 'F8']
Rejecting epoch based on EEG : ['F7', 'C5', 'F8']
Rejecting epoch based on EEG : ['F7', 'C5']
Rejecting epoch based on EEG : ['F7', 'C5', 'F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F7', 'FC3', 'C5', 'F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'C6']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['F7', 'FC3']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'FP2', 'F8', 'FC4', 'C6']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['F7', 'C5']
Rejecting epoch based on EEG : ['F8', 'C6']
Rejecting epoch based on EEG : ['C5', 'F8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'F8', 'FC4', 'C6', 'PO8']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F7', 'C5']
Rejecting epoch based on EEG : ['PO8']
64 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\11_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Not setting metadata
303 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7', 'C5', 'C6']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
6 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\12_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
259 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7', 'FC3']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7', 'FC3']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7', 'F8', 'C6', 'P8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7', 'FC3']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7', 'F8']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7', 'Fz', 'F4', 'F8', 'FC4', 'C6']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
71 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\13_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Not setting metadata
298 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['Fz']
Rejecting epoch based on EEG : ['Fz']
Rejecting epoch based on EEG : ['FP2', 'F4', 'F8', 'FC4', 'C4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'Fz', 'FCz']
5 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\14_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
316 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['PO3', 'F8', 'PO8']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F4', 'FC4']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F8']
Rejecting epoch based on EEG : ['P8', 'PO8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['FP1', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'FP2', 'F4', 'C6', 'P8', 'PO8']
14 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\15_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
279 matching events found
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['FP1', 'F3', 'FP2', 'F4']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FP2']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7', 'F4']
Rejecting epoch based on EEG : ['F3', 'F7', 'FP2', 'F4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'O2']
Rejecting epoch based on EEG : ['FC4']
Rejecting epoch based on EEG : ['F7', 'FC4']
10 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\16_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
233 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['PO7', 'PO3']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO3', 'O1']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'O1', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO3', 'PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'PO8', 'O2']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO3', 'PO8']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'O1', 'PO8']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO8']
Rejecting epoch based on EEG : ['PO3', 'PO8']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C5', 'PO3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO7', 'PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO3', 'PO8', 'O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO3', 'O1']
Rejecting epoch based on EEG : ['F7', 'PO7', 'PO3', 'O1', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3', 'O1', 'Oz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO7', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['F7', 'C5', 'F8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['P7', 'PO7']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['F7', 'PO3', 'O1', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3', 'F8']
Rejecting epoch based on EEG : ['F7', 'PO7', 'PO8']
Rejecting epoch based on EEG : ['PO3', 'PO8']
Rejecting epoch based on EEG : ['PO7', 'PO3']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['PO3', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO7', 'PO3']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'PO8']
Rejecting epoch based on EEG : ['PO3', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'PO8', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['PO3', 'O1', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3']
Rejecting epoch based on EEG : ['P7']
Rejecting epoch based on EEG : ['PO7', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['O1', 'PO8']
88 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\17_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Not setting metadata
313 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F7', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO3', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['F7', 'FP2']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'PO4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F8', 'FC4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F7', 'C5', 'F8', 'FC4', 'P8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['FP1', 'F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP1', 'PO7', 'O1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['F8', 'PO4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['F7', 'FC3', 'C5', 'FP2', 'F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F7', 'FP2']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'PO4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP1', 'F8']
Rejecting epoch based on EEG : ['F8', 'PO4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F7']
96 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\18_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
282 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P7', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P8', 'PO8']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P7', 'PO7', 'O1', 'Oz', 'Pz', 'CPz', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'Cz', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['C5', 'Pz']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'P7', 'FP2', 'F4', 'F8', 'FC4', 'C6', 'P8']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P7', 'PO7', 'Pz', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['C5', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'P7', 'F8', 'C6']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C5', 'F8', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F7', 'FC3', 'C5', 'F8', 'C6']
Rejecting epoch based on EEG : ['F7', 'FC3', 'C5', 'C6']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7', 'C5']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['F7', 'C5']
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['O1', 'Oz', 'PO8', 'O2']
Rejecting epoch based on EEG : ['C5', 'C6']
Rejecting epoch based on EEG : ['C5', 'F8', 'C6']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'O1', 'F8']
34 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\19_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Not setting metadata
312 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['Oz']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['F7', 'PO7', 'O1']
Rejecting epoch based on EEG : ['FP2', 'F4', 'FC4']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7', 'F8']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F8']
10 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\20_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
300 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'PO7', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'C4', 'C6']
Rejecting epoch based on EEG : ['F7', 'FC3', 'C3', 'F8', 'FC4']
Rejecting epoch based on EEG : ['FC3', 'FC4']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'F8', 'C6', 'P8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P7', 'PO7', 'O1', 'Oz', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'C4', 'C6', 'P4', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['F7', 'FC3']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3']
Rejecting epoch based on EEG : ['F3', 'F7', 'F8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'F8', 'FC4', 'C6']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'F8', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'F8', 'FC4']
Rejecting epoch based on EEG : ['F3', 'FC3']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3']
20 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\21_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Not setting metadata
295 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['PO7']
2 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\22_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
287 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO7', 'FC4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'Oz', 'FP2', 'O2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F4', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F8']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'F8']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2', 'FC4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F8']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F8']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F8']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['F3', 'FC3', 'FP2', 'F8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'FP2', 'F8']
Rejecting epoch based on EEG : ['FP1', 'FC3', 'FP2', 'F8']
Rejecting epoch based on EEG : ['FC3', 'FP2', 'F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F8']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
137 bad epochs dropped
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\23_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
307 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FC4']
Rejecting epoch based on EEG : ['FP1', 'PO8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FP2', 'P8']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FP2', 'P8']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F7', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'P8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'P8']
Rejecting epoch based on EEG : ['FP2', 'P8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FP2', 'P8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FP2', 'F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'FP2', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'FP2', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'FP2', 'F8', 'C6']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
103 bad epochs dropped
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\24_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
302 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F7', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F7', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F4', 'F8', 'FC4', 'C4', 'C6', 'PO8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F7', 'F8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'CPz', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'Cz', 'C4', 'C6', 'P4', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'CPz', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'Cz', 'C4', 'C6', 'P4', 'P8', 'PO8']
Rejecting epoch based on EEG : ['F7', 'F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F7', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['F8', 'FC4', 'C4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['C6']
30 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\25_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Not setting metadata
312 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['P8', 'PO8']
Rejecting epoch based on EEG : ['F4', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'PO8', 'O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP2', 'PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'F4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'FP2', 'Fz', 'F4', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'P8', 'PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'O1', 'PO8', 'O2']
Rejecting epoch based on EEG : ['P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'PO7', 'P8', 'PO8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'P7', 'FP2', 'P4']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['P4']
Rejecting epoch based on EEG : ['P4']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1', 'P8', 'PO8']
Rejecting epoch based on EEG : ['P8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FP2', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'PO8', 'O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['P8', 'PO8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['P4']
Rejecting epoch based on EEG : ['Pz', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['P8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'PO8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP2', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FP2', 'F4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FP2', 'F8', 'P8', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO8']
Rejecting epoch based on EEG : ['O1', 'PO8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'PO7', 'PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'PO8', 'O2']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'O1', 'FP2', 'F4', 'F8', 'FC4', 'FCz', 'P4', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'O1', 'Oz', 'Pz', 'FP2', 'Fz', 'F4', 'F8', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP1', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'PO8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'O1', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['P8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'FP2', 'P8', 'PO8']
Rejecting epoch based on EEG : ['P8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'O1', 'Oz', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'PO7', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['PO8']
106 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\26_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
309 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['Pz', 'P4']
Rejecting epoch based on EEG : ['PO7', 'Oz', 'Fz', 'F4', 'FC4', 'FCz', 'Cz', 'C4', 'C6', 'O2']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['O1']
14 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\27_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
241 matching events found
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C5', 'F8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'PO7', 'PO3', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C5']
Rejecting epoch based on EEG : ['F3', 'FC3']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'C4', 'C6', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['F3', 'FC3']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['F3', 'FC3']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['F3', 'FC3']
Rejecting epoch based on EEG : ['F3', 'FC3', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'Cz', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F3', 'FC3', 'F8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C5']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['F3', 'FC3']
Rejecting epoch based on EEG : ['F3', 'FC3', 'F8']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1']
38 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\28_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
288 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['PO7', 'O1', 'F8']
Rejecting epoch based on EEG : ['PO7', 'PO8', 'O2']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7', 'Oz', 'PO8', 'O2']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['C6']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['P7', 'PO7', 'FP2', 'PO8']
Rejecting epoch based on EEG : ['PO7', 'PO8', 'O2']
Rejecting epoch based on EEG : ['P7', 'PO7', 'PO8', 'O2']
Rejecting epoch based on EEG : ['P7', 'PO7', 'PO8']
Rejecting epoch based on EEG : ['PO7', 'PO8']
Rejecting epoch based on EEG : ['P7', 'PO7', 'PO8']
Rejecting epoch based on EEG : ['P7', 'PO7', 'PO8']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7', 'FP2']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['F3', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['PO7', 'O1', 'Oz', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F3']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'FP2', 'FC4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'PO7', 'FP2', 'F4']
Rejecting epoch based on EEG : ['PO7', 'O1']
Rejecting epoch based on EEG : ['FC3', 'C5', 'FP2', 'FC4', 'C6']
Rejecting epoch based on EEG : ['F3', 'PO7', 'O1', 'Oz', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'FP2', 'Fz', 'F4', 'FC4']
Rejecting epoch based on EEG : ['F3', 'FP2', 'F4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FP2', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FP2', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'FP2', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'FP2', 'Fz', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'FP2', 'Fz', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F7', 'FC3', 'C5']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['FP1', 'F3']
78 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\29_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Not setting metadata
296 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['F8', 'FC4']
Rejecting epoch based on EEG : ['F8', 'FC4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Pz', 'CPz', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'Cz', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Pz', 'CPz', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'Cz', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Pz', 'FP2', 'F4', 'F8', 'FC4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'C5', 'F8', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FC3', 'C5', 'PO7', 'PO3', 'Oz', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P8', 'PO8']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C5']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7', 'P7', 'PO7', 'PO3']
Rejecting epoch based on EEG : ['FP1', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['F3', 'F7', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['F7', 'P7', 'PO7', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F7', 'F4', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['PO7', 'PO8', 'O2']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO8']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['F7', 'PO8']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['FP1', 'PO8']
Rejecting epoch based on EEG : ['PO7', 'F4', 'PO8']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4', 'PO8']
Rejecting epoch based on EEG : ['Pz', 'F4', 'F8', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'Fz', 'F4', 'FC4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'Fz', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'P7', 'PO7', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'Cz', 'C4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'Fz', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'Fz', 'F4', 'FC4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP1', 'Fz', 'F4', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'Fz', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'Fz', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'Fz', 'F4', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'Fz', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'Fz', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'Fz', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'Fz', 'F4', 'FC4']
Rejecting epoch based on EEG : ['F4', 'C6']
Rejecting epoch based on EEG : ['F4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO8']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'FC3', 'Pz', 'Fz', 'F4', 'F8', 'FC4', 'P8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F4']
Rejecting epoch based on EEG : ['F3', 'F4', 'FC4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F3', 'Fz']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP1', 'F4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'F4', 'F8', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'Fz', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['F3', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'Fz', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'Fz', 'F4', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'Fz', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'Fz', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'Fz', 'F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'Fz', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F4', 'FC4']
Rejecting epoch based on EEG : ['F3', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'Fz', 'F4', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F4', 'F8', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'P3', 'Fz', 'F4', 'F8', 'FC4', 'P8', 'PO8']
Rejecting epoch based on EEG : ['F7', 'Oz', 'PO8', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'O1', 'Oz', 'PO4']
Rejecting epoch based on EEG : ['F3', 'F7', 'F4', 'F8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'C5', 'FP2', 'F4', 'F8', 'FC4', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'PO7', 'FP2', 'F8', 'FC4', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C5', 'F4', 'F8', 'FC4', 'C4', 'C6', 'PO8']
Rejecting epoch based on EEG : ['F7', 'F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F4', 'F8', 'FC4', 'C6']
Rejecting epoch based on EEG : ['FP1', 'F4', 'F8', 'FC4', 'C6', 'PO8']
Rejecting epoch based on EEG : ['F8', 'FC4', 'C6', 'PO8']
Rejecting epoch based on EEG : ['F8', 'FC4', 'C6']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'Pz', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'C6', 'P8', 'PO8']
Rejecting epoch based on EEG : ['F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['F4', 'F8']
Rejecting epoch based on EEG : ['F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'F4', 'F8', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F4', 'F8', 'FC4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP1', 'F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8', 'PO8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'P7', 'PO7', 'PO3', 'F4', 'F8', 'FC4', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F4', 'PO8']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'Fz', 'F4', 'F8', 'FC4']
132 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\30_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
277 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['PO3', 'O1', 'F4', 'PO4']
Rejecting epoch based on EEG : ['P3', 'P7', 'PO7', 'PO3', 'O1', 'F4', 'PO8']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['F4', 'PO4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO3', 'Fz', 'PO4']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['PO3', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3', 'F4', 'O2']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO8', 'PO4']
Rejecting epoch based on EEG : ['O1', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO3', 'Fz', 'FCz']
Rejecting epoch based on EEG : ['P7', 'PO7', 'PO3', 'O1', 'Fz', 'F4', 'F8', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['P3', 'P7', 'PO7', 'PO3', 'O1', 'Fz', 'F4', 'F8', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3', 'Pz', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['P7', 'PO7', 'PO3', 'O1', 'PO4']
Rejecting epoch based on EEG : ['P7', 'PO7', 'PO3', 'O1', 'Fz', 'F4', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'O1', 'F8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3', 'O1', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['Oz', 'F4', 'PO8', 'O2']
Rejecting epoch based on EEG : ['F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3', 'F4', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['PO3', 'F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3', 'O1', 'Oz', 'Pz', 'F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['P3', 'PO3', 'F4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO3', 'O1', 'F4', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['Fz', 'PO4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['P3', 'PO7', 'PO3', 'PO4']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'Fz', 'F4', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['Fz', 'F4']
Rejecting epoch based on EEG : ['PO3', 'Fz', 'F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'Fz']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'PO3', 'FP2', 'Fz', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['F3', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Pz', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F4', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F4', 'F8']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['P3', 'P7', 'PO7', 'PO3', 'Fz', 'F4', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'PO7', 'F8', 'PO4']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'PO7', 'O1', 'Oz', 'FP2', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'F8', 'PO8']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'Fz', 'F8', 'FCz']
Rejecting epoch based on EEG : ['F7', 'PO7', 'O1', 'Fz']
Rejecting epoch based on EEG : ['P3', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['Fz']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['Fz']
Rejecting epoch based on EEG : ['Fz', 'F4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['PO3', 'PO8']
Rejecting epoch based on EEG : ['Fz']
Rejecting epoch based on EEG : ['Fz']
Rejecting epoch based on EEG : ['Fz']
Rejecting epoch based on EEG : ['F7', 'PO7', 'PO3', 'O1', 'Oz', 'F4', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3', 'O1', 'F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3', 'F4', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['F3', 'F7', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'P3', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'F8', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['P7', 'Fz']
Rejecting epoch based on EEG : ['F7', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'C6', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['PO3', 'F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['Fz', 'FCz']
Rejecting epoch based on EEG : ['Fz', 'PO8']
Rejecting epoch based on EEG : ['P7', 'PO7', 'PO3', 'O1', 'Fz', 'F4', 'F8', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'O1', 'Fz', 'F4', 'PO8']
Rejecting epoch based on EEG : ['Fz', 'F4', 'F8']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO8', 'PO4']
Rejecting epoch based on EEG : ['F7', 'P3', 'PO7', 'PO3', 'O1', 'F8', 'P4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F3', 'F7', 'P3', 'PO7', 'PO3', 'O1', 'Fz', 'PO8', 'O2']
Rejecting epoch based on EEG : ['F7', 'PO7', 'PO3', 'O1', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['F3', 'O1', 'Oz', 'Fz', 'F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'F4', 'PO4']
Rejecting epoch based on EEG : ['PO3', 'F4', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['P7', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'F8', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Pz', 'FP2', 'Fz', 'F4', 'FCz', 'Cz', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'Fz', 'F4', 'FC4', 'FCz', 'C6', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'P3', 'PO7', 'PO3', 'Fz', 'F4', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F7', 'PO3']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['PO3', 'Fz', 'F4', 'FCz', 'C6', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['P7', 'PO7', 'PO3', 'Fz', 'F4', 'F8', 'PO4']
Rejecting epoch based on EEG : ['F3', 'P3', 'PO7', 'PO3', 'Fz', 'F4', 'F8', 'C6', 'P4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'PO3', 'Oz', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'C4', 'C6', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'PO3', 'O1', 'Fz', 'F4', 'F8', 'FC4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Fz', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'O1', 'Oz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F7', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'FC4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['Fz', 'F8']
Rejecting epoch based on EEG : ['Fz', 'F4', 'F8']
Rejecting epoch based on EEG : ['F3', 'F7', 'P3', 'PO7', 'PO3', 'O1', 'Pz', 'Fz', 'F4', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['P7', 'PO7', 'PO3', 'O1', 'Fz', 'F4', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'FC3', 'PO7', 'O1', 'F8', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'Fz', 'F8']
Rejecting epoch based on EEG : ['F3', 'F7', 'PO3', 'O1', 'Fz', 'F4', 'F8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'FC3', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'P7', 'PO7', 'PO3', 'O1', 'F4', 'F8', 'FC4', 'C6', 'PO8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['PO3', 'O1', 'Fz', 'F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F8', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['C6', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3', 'F8', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['Fz', 'FCz']
Rejecting epoch based on EEG : ['F7', 'PO7', 'PO3', 'F4']
Rejecting epoch based on EEG : ['F7', 'P7', 'PO7', 'PO3', 'Fz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'O1', 'Fz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'PO7', 'PO3', 'O1', 'Oz', 'F4', 'F8', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'F8', 'FCz', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['F7', 'FC3', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C5', 'P3', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'F8', 'C6', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F7', 'Fz', 'F4', 'FC4', 'FCz', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['O1', 'Fz', 'F4', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'PO7', 'PO3', 'Fz', 'F4', 'F8', 'FCz', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['F7', 'PO7', 'Fz', 'F4', 'FCz']
Rejecting epoch based on EEG : ['Fz', 'F8']
Rejecting epoch based on EEG : ['PO8', 'PO4']
Rejecting epoch based on EEG : ['F3', 'Fz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'O1', 'F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F3', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3', 'Fz', 'F4', 'F8', 'C6', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FC3', 'C6']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'PO7', 'O1', 'Oz', 'Fz', 'F4', 'F8', 'C6', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'Fz', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'P3', 'P7', 'PO7', 'PO3', 'O1', 'Fz', 'F4', 'F8', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3', 'F4', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'PO7', 'F4', 'F8', 'PO8']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'O1', 'F4', 'F8', 'FC4', 'C4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F8', 'PO4']
Rejecting epoch based on EEG : ['F3', 'PO3', 'O1', 'Oz', 'F4', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'Fz', 'F4', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P3', 'P7', 'Oz', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P4', 'P8', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F4', 'F8', 'PO4']
Rejecting epoch based on EEG : ['P3', 'PO7', 'PO3', 'F4', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['O1', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['P3', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'FCz', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'O1', 'Fz', 'F4', 'FCz']
Rejecting epoch based on EEG : ['F3', 'F7', 'Fz', 'F4', 'F8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F7', 'C5', 'F8', 'FC4', 'C4']
Rejecting epoch based on EEG : ['F3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F8', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['PO3', 'F8']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'O1', 'Fz', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'O1', 'Fz', 'FCz', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['PO7', 'Fz', 'F4', 'F8']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F8', 'PO4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['P3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F7', 'PO7', 'PO3', 'O1', 'Oz', 'F4', 'F8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F8', 'PO4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['PO7', 'O1', 'F4', 'F8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['F4', 'F8']
Rejecting epoch based on EEG : ['F7', 'P3', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'F8', 'FCz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO7', 'PO3', 'F8', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['F8', 'C6', 'PO8']
Rejecting epoch based on EEG : ['PO8', 'PO4']
Rejecting epoch based on EEG : ['O1', 'Oz', 'F4', 'C6', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['F7', 'Fz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['C6', 'PO4']
Rejecting epoch based on EEG : ['Fz', 'F4', 'F8']
Rejecting epoch based on EEG : ['F3', 'F7', 'P3', 'PO3', 'O1', 'Fz', 'F8', 'PO4']
Rejecting epoch based on EEG : ['F3', 'F7', 'P7', 'PO7', 'PO3', 'Fz', 'F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F3', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'Fz', 'F4', 'FC4', 'FCz', 'C6', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'Fz', 'F8', 'FCz']
Rejecting epoch based on EEG : ['F4', 'F8', 'C6']
Rejecting epoch based on EEG : ['Fz', 'F4', 'F8', 'C6', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'PO3', 'Oz', 'Fz', 'F4', 'F8', 'FCz', 'C6', 'PO8', 'PO4', 'O2']
203 bad epochs dropped
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\31_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
291 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['P3']
Rejecting epoch based on EEG : ['P3']
25 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\32_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Not setting metadata
299 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['Pz']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FC4']
5 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\33_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
314 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'FP2', 'F4', 'FC4', 'C4', 'C6', 'P8', 'PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P7', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P4', 'P8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P7', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P4', 'P8']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P4', 'P8']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'FP2', 'F4', 'FC4', 'C4', 'C6', 'P4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'FP2', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'F4', 'P8']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['FC3', 'C3', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['FC3', 'F4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'FP2', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'F4', 'C4', 'P4', 'P8']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'F4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'F4', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'F7', 'FC3', 'C3', 'C5', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['C4']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['C4']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'PO3', 'Oz', 'C4', 'P4', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['C4']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FC3', 'C3', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C4', 'C6', 'P4', 'P8']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FC3', 'P8', 'PO8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8', 'PO8']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8', 'PO4']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P7', 'PO7', 'O1', 'Oz', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P4', 'P8', 'PO8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'FP2', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'F8', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'FP2', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'C4', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['FC3', 'FP2', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'F8', 'FC4', 'C4', 'C6']
Rejecting epoch based on EEG : ['FC3', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'F4', 'C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'C4', 'P8']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C4', 'P8']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['FC3', 'C3', 'F4', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'F4', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'C4', 'P8']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['FC3', 'F4', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'FP2', 'F4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'F4', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'C3', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['FC3', 'C3', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'F4', 'FC4', 'C4', 'C6', 'P8', 'PO4']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'F4', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'F4', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'F4', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'F4', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'FP2', 'F4', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['P8', 'PO8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FC3', 'C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['F3', 'P8', 'PO8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'C5', 'C4']
Rejecting epoch based on EEG : ['FC3', 'C4']
Rejecting epoch based on EEG : ['FC3', 'C3']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['FC3', 'C4']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'P8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['F3', 'FC3', 'F4', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C3', 'FC4', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'FC4', 'C4', 'C6', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C4', 'P8']
Rejecting epoch based on EEG : ['F3', 'FC3', 'C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['FC3', 'C4', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
Rejecting epoch based on EEG : ['FC3', 'P8']
197 bad epochs dropped
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\34_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
296 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['P8', 'PO8']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8', 'PO4']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['P8', 'PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FC4']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'PO8']
Rejecting epoch based on EEG : ['P8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['P8', 'PO8']
Rejecting epoch based on EEG : ['FC3']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
74 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\35_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Not setting metadata
254 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['C5']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'P7', 'PO7', 'O1', 'Oz', 'FP2', 'F4', 'F8', 'P8', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['C5']
5 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\36_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
296 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO7', 'O1']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
7 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\37_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
304 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['FP1', 'F3', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'C6']
Rejecting epoch based on EEG : ['FP2', 'FC4', 'C6']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4', 'PO8']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['F7', 'F4', 'PO8', 'O2']
Rejecting epoch based on EEG : ['F7', 'P7', 'PO7', 'PO3', 'O1', 'Oz', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'C4', 'C6', 'P4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['F3', 'F7', 'F4']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['C6']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['F4', 'O2']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['PO7', 'O1', 'F4', 'PO8']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['PO7', 'F4']
Rejecting epoch based on EEG : ['PO7', 'F4', 'PO8']
Rejecting epoch based on EEG : ['PO7', 'F4']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'O2']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO8', 'O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['F7', 'P7', 'PO7', 'FP2', 'F4', 'F8', 'FC4', 'C6', 'O2']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['F7']
74 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\38_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
293 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['C4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
13 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\39_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name); C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
Not setting metadata
314 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['FP1', 'PO3', 'Pz']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO4', 'O2']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['PO4', 'O2']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['PO3', 'Pz']
Rejecting epoch based on EEG : ['FP1', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'PO3', 'Pz', 'F4', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['PO4', 'O2']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['FP1', 'PO4']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['FP1', 'PO3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['PO3', 'Pz']
Rejecting epoch based on EEG : ['PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['Pz', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'Pz']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'PO3', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'PO3']
Rejecting epoch based on EEG : ['FP1', 'PO3', 'Pz']
Rejecting epoch based on EEG : ['O1', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['Pz']
Rejecting epoch based on EEG : ['FP1', 'PO4']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['PO4', 'O2']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'PO3', 'Pz']
Rejecting epoch based on EEG : ['FP1', 'PO3', 'PO4', 'O2']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['PO8', 'PO4']
Rejecting epoch based on EEG : ['F4', 'PO4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['FP1', 'F4', 'PO4', 'O2']
Rejecting epoch based on EEG : ['Pz']
Rejecting epoch based on EEG : ['PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['Pz']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'PO4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['PO3', 'Pz']
Rejecting epoch based on EEG : ['FP1', 'PO3', 'O1', 'Oz', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['PO4', 'O2']
Rejecting epoch based on EEG : ['F4', 'PO4', 'O2']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['FP1', 'PO8', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO3', 'PO4']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP1', 'O1']
Rejecting epoch based on EEG : ['F7', 'Pz', 'F4', 'PO4']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO3', 'O1', 'PO4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO3', 'PO4', 'O2']
Rejecting epoch based on EEG : ['PO4', 'O2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['Pz', 'PO4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['Pz']
Rejecting epoch based on EEG : ['PO3']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP1', 'PO4']
Rejecting epoch based on EEG : ['FP1', 'O1', 'Pz', 'PO4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['F7', 'Pz', 'O2']
Rejecting epoch based on EEG : ['Pz']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP1', 'F7', 'F4']
Rejecting epoch based on EEG : ['F7', 'F4']
Rejecting epoch based on EEG : ['F7', 'PO3', 'O2']
Rejecting epoch based on EEG : ['F7', 'PO3', 'PO4']
Rejecting epoch based on EEG : ['F7', 'O1']
Rejecting epoch based on EEG : ['F7', 'F4']
Rejecting epoch based on EEG : ['F7']
Rejecting epoch based on EEG : ['FP1', 'F7', 'PO3', 'F4']
Rejecting epoch based on EEG : ['PO4']
Rejecting epoch based on EEG : ['FP1', 'F7']
Rejecting epoch based on EEG : ['F7', 'O1']
104 bad epochs dropped
Extracting parameters from e:\论文写作\论文2数据分析\N170\N170_Data\40_N170_shifted_ds_reref_ucbip_hpfilt_ica_corr_cbip_elist_bins_epoch_interp_ar.set...
Not setting metadata
294 matching events found
No baseline correction applied
0 projection items activated
Ready.
Rejecting epoch based on EEG : ['PO3', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'PO7']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['FP1', 'PO3', 'FP2', 'Fz']
Rejecting epoch based on EEG : ['FP1', 'PO7', 'FP2', 'F4']
Rejecting epoch based on EEG : ['PO8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'PO7']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['P7', 'PO7']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P7', 'O1', 'Oz', 'FP2', 'Fz', 'F4', 'F8', 'FC4', 'FCz', 'C4', 'C6', 'P8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C3', 'C5', 'P7', 'FP2', 'F8']
Rejecting epoch based on EEG : ['O1']
Rejecting epoch based on EEG : ['P7', 'PO7']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['FP1', 'P7', 'PO7', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'P7', 'PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['FP1', 'P7', 'PO7']
Rejecting epoch based on EEG : ['P7', 'PO7']
Rejecting epoch based on EEG : ['P7', 'PO7']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'C5', 'P7', 'PO7', 'PO3', 'FP2', 'F8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'F3', 'F7', 'FC3', 'C5', 'PO7', 'O1', 'FP2', 'F8', 'PO8', 'O2']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['F4']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP2', 'Fz']
Rejecting epoch based on EEG : ['FP1', 'PO7']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['O2']
Rejecting epoch based on EEG : ['FP1', 'Fz', 'F4']
Rejecting epoch based on EEG : ['PO7', 'F4', 'F8']
Rejecting epoch based on EEG : ['PO7', 'O1']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['FP1', 'PO7', 'FP2', 'PO8']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['FP1', 'PO7', 'F4', 'F8', 'FC4']
Rejecting epoch based on EEG : ['FP1', 'FP2']
Rejecting epoch based on EEG : ['F3']
Rejecting epoch based on EEG : ['FP1', 'PO7']
Rejecting epoch based on EEG : ['FP1', 'F3', 'O1', 'FP2', 'Fz', 'F4', 'O2']
Rejecting epoch based on EEG : ['FP1', 'P3', 'FP2']
Rejecting epoch based on EEG : ['FP1', 'P7', 'PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['P7', 'PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['PO7', 'F4', 'F8']
Rejecting epoch based on EEG : ['FP2']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP2', 'F4', 'F8']
Rejecting epoch based on EEG : ['PO7']
Rejecting epoch based on EEG : ['C5', 'FP2', 'F4', 'F8']
Rejecting epoch based on EEG : ['FP1', 'F7', 'FP2', 'F4', 'F8']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1']
Rejecting epoch based on EEG : ['FP1', 'PO3', 'O1', 'Oz', 'FP2', 'Fz', 'F4', 'F8', 'PO8', 'PO4']
Rejecting epoch based on EEG : ['PO7', 'F4']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['F8']
Rejecting epoch based on EEG : ['FP2', 'F8']
Rejecting epoch based on EEG : ['PO7', 'FP2', 'F4', 'F8']
Rejecting epoch based on EEG : ['PO7', 'F8']
Rejecting epoch based on EEG : ['FP1', 'FP2', 'F4', 'F8']
Rejecting epoch based on EEG : ['FP1', 'PO7', 'FP2']
83 bad epochs dropped
C:\Users\Administrator\AppData\Local\Temp\ipykernel_6512\2407259580.py:12: RuntimeWarning: At least one epoch has multiple events. Only the latency of the first event will be retained. epo = mne.io.read_epochs_eeglab(file_name);
In [ ]:
erp_data_mean = np.mean(erp_data, axis=0) #[2, 28, 256]
erp_data_norm = erp_data_mean * 1e6
sub_num = erp_data.shape[0]
type_num = erp_data_mean.shape[0]
ch_num = erp_data_mean.shape[1]
time_num = erp_data_mean.shape[2]
Plot ERP¶
In [ ]:
info_tmp = mne.create_info(ch_names=epo.ch_names, sfreq=256, ch_types='eeg')
erp1 = mne.EvokedArray(erp_data_mean[0], info_tmp, tmin=-0.2, nave=None)
erp1.set_montage(epo.get_montage());
erp2 = mne.EvokedArray(erp_data_mean[1], info_tmp, tmin=-0.2, nave=None)
erp2.set_montage(epo.get_montage());
erp_diff = mne.EvokedArray(erp_data_mean[0]-erp_data_mean[1], info_tmp, tmin=-0.2, nave=None)
erp_diff.set_montage(epo.get_montage());
In [ ]:
fig = erp1.plot(gfp=True, ylim = dict(eeg=[-12, 10]));
fig = erp2.plot(gfp=True, ylim = dict(eeg=[-12, 10]));
fig = erp_diff.plot(gfp=True, ylim = dict(eeg=[-8, 5]));
In [ ]:
tp_args = { "vlim":(-3, 3), "time_format":'%3.2f', "contours":10, "cmap":"jet" }
erp_diff.plot_joint(title='Faces minus Cars', times=[0.13, 0.18, 0.25, 0.35, 0.55], topomap_args=tp_args);
No projector specified for this dataset. Please consider the method self.add_proj.
In [ ]:
erp_diff.plot_topomap(cmap="jet", vlim=[-3, 3], time_format='%3.2f',
times=[0.13, 0.17, 0.2, 0.25, 0.35, 0.4, 0.45, 0.55, 0.6, 0.65], nrows=1 );
In [ ]:
ch_index = epo.ch_names.index('PO8')
erp_data_1 = erp_data_mean[0][ch_index] * 1e6
erp_data_2 = erp_data_mean[1][ch_index] * 1e6
n_sub = erp_data.shape[0] # [40, 2, 28, 256]
erp_data_diff_sem = np.std((erp_data[:,0,ch_index]-erp_data[:,1,ch_index]) * 1e6, axis=0, ddof=0)/np.sqrt(n_sub)
colors = sns.color_palette('Set2')
plt.figure(figsize=(3.5, 2))
ax = plt.gca()
# ax.axvspan(0, 100, alpha=0.1, color='grey')
plt.grid(color='gray', linewidth=0.5, alpha=0.5, linestyle='-')
plt.axhline(0.0, color='k', linewidth=1.0, linestyle=':', alpha=0.5)
plt.axvline(51.2, color='k', linewidth=1.0, linestyle=':', alpha=0.5)
# filter
mean_line1 = savgol_filter(erp_data_1, 4, 2) # win_size: 4, order: 3
mean_line2 = savgol_filter(erp_data_2, 4, 2) # win_size: 4, order: 3
diff_line = mean_line1 - mean_line2
sem_line1 = diff_line - erp_data_diff_sem
sem_line2 = diff_line + erp_data_diff_sem
plt.plot(mean_line1, label='Faces', color=colors[0])
plt.plot(mean_line2, label='Cars', color=colors[1])
plt.plot(diff_line, label='Faces minus Cars', linewidth=1.0, color=colors[2])
plt.fill_between(range(256), sem_line1, sem_line2, alpha=0.5, label='SEM', color=colors[2] )
ax.xaxis.set_minor_locator(MultipleLocator(12.8))
plt.xlim([0,256])
plt.ylim([-8, 10])
plt.legend(prop={'family':'Times New Roman', 'size':9}, ncol = 1, bbox_to_anchor=(1.0, 1.0))
font = {'family' : 'Times New Roman', # 'Microsoft YaHei' 'SimHei' 'serif'
'color' : 'k',
'weight' : 'normal',
'size' : 10,
}
plt.xticks(np.linspace(0, 256, 11, endpoint=True), ['-0.2', '', '0.0', '', '0.2', '', '0.4', '', '0.6', '', '0.8'], fontdict=font);
# ['-0.2', '-0.1', '0.0', '0.1', '0.2', '0.3', '0.4', '0.5', '0.6', '0.7', '0.8']
plt.xlabel("Time (s)", fontdict=font)
plt.yticks(np.linspace(-8, 10, 4, endpoint=True), np.linspace(-8, 10, 4, endpoint=True), fontdict=font);
plt.ylabel("PO8 (uV)", fontdict=font);
Calculate spatial covariance matrix¶
In [ ]:
# time [-0.2, 0.8] 256Hz
# epo.time_as_index(0.0) 51
# epo.time_as_index(0.7) 231
# slide_window 0.1s [-12, 12]
half_win = 12
start_t = 51
end_t = 231
len_t = 180
cov_mat = 0
cov_diag = 0
cov_data = 0
crop_erp = 0
flag = 0
for tp in range(type_num):
data = erp_data_norm[tp]
cov_mat_epoch = np.empty((len_t, ch_num, ch_num))
cov_data_epoch = np.empty(( len_t, int(ch_num*((ch_num+1)/2)) ))
cov_diag_epoch = np.empty(( len_t, ch_num ))
for ind, t in enumerate(range(start_t, end_t)):
# calculate covariance matrix
cov = np.cov(data[:, t-half_win:t+half_win])
# get the triangle elements of the matrix
cov_data_epoch[ind] = cov[np.triu_indices(cov.shape[0], k=0)]
cov_diag_epoch[ind] = np.diagonal(cov)
# shrunk
cov = shrunk_covariance(cov, shrinkage=0.01)
cov_mat_epoch[ind] = cov
if flag == 0:
flag = 1
cov_mat = cov_mat_epoch
cov_diag = cov_diag_epoch
cov_data = cov_data_epoch
crop_erp = erp_data_mean[tp, :, start_t:end_t].T
else:
cov_data = np.vstack((cov_data, cov_data_epoch))
cov_diag = np.vstack((cov_diag, cov_diag_epoch))
cov_mat = np.vstack((cov_mat, cov_mat_epoch))
crop_erp = np.vstack((crop_erp, erp_data_mean[tp, :, start_t:end_t].T))
print( crop_erp.shape ) # [times, chs]
print( cov_mat.shape ) # [times, chs, chs]
print( cov_diag.shape ) # [times, chs]
print( cov_data.shape ) # [times, diag] # 14 * 29
print( type_num*len_t, int(ch_num*((ch_num+1)/2)) ) # 360 = 2 * 180
(360, 28) (360, 28, 28) (360, 28) (360, 406) 360 406
In [ ]:
# with open('./tmp_data/raw_eeg_data.pkl', 'wb') as f:
# dill.dump([erp_data, erp_data_mean, cov_mat, cov_data, cov_diag, crop_erp], f)
with open('./tmp_data/raw_eeg_data.pkl', 'rb') as f:
[erp_data, erp_data_mean, cov_mat, cov_data, cov_diag, crop_erp] = dill.load(f)
Plot covariance matrices¶
In [ ]:
def draw_cov_mat(ind):
fig, ax = plt.subplots(figsize=(1.5, 1.5))
ax0 = ax.matshow(cov_mat[ind], interpolation='none', vmin=-2, vmax=2.0, cmap='jet');# cmap='turbo',
clb = fig.colorbar(ax0, fraction=0.045);
ax.xaxis.set_ticks_position("bottom")
plt.grid(color='gray', linestyle=':', linewidth=0.5);
clb.set_ticks(ticks=[-2, 0, 2])
cbar_label = clb.ax.get_xticklabels() + clb.ax.get_yticklabels()
[lab.set_font('Times New Roman') for lab in cbar_label] #Times New Roman Arial
clb.ax.tick_params(labelsize=10)
ax.set_xticks(np.arange(0,30,10), np.arange(0,30,10), fontdict=font);
ax.set_yticks(np.arange(0,30,10), np.arange(0,30,10), fontdict=font);
plt.show();
tps = [20, 50, 80]
for tp in tps:
draw_cov_mat(tp)
Calculate spatial pattern distance¶
distance in observation space¶
In [ ]:
%%writefile calc_dist_o_fun.py
import scipy
import numpy as np
def calc_dist_o(cov1, cov2):
evals, _ = scipy.linalg.eigh(cov1,cov2)
res = evals[-1] #np.max(evals)
return res
Overwriting calc_dist_o_fun.py
In [ ]:
import calc_dist_o_fun
import multiprocessing
num_cores = int(multiprocessing.cpu_count())
print("CPU cores: ", num_cores)
CPU cores: 32
In [ ]:
tp = cov_mat.shape[0]
cov_dist_o = np.full((tp, tp), np.nan)
for i in range(tp):
if i % 200 == 0: # ~3min
print(i)
pool = multiprocessing.Pool(processes = num_cores)
res = []
for j in range(i+1, tp):
r = pool.apply_async(calc_dist_o_fun.calc_dist_o, args=( cov_mat[i], cov_mat[j] ))
res.append(r)
pool.close()
evals_i = np.squeeze( [p.get() for p in res] )
cov_dist_o[i, i+1:] = evals_i
0 200
In [ ]:
# with open('./tmp_data/cov_dist_o.pkl', 'wb') as f:
# dill.dump(cov_dist_o, f)
with open('./tmp_data/cov_dist_o.pkl', 'rb') as f:
cov_dist_o = dill.load(f)
In [ ]:
fig, ax = plt.subplots(figsize=(1.7, 1.7))
ax0 = ax.matshow(np.log(cov_dist_o), interpolation='none', vmin=1.0, vmax=11.0, cmap='jet');
clb = fig.colorbar(ax0, fraction=0.045);
ax.xaxis.set_ticks_position("bottom")
plt.grid(color='gray', linestyle=':', linewidth=0.5);
clb.set_ticks(ticks=[1, 6, 11])
cbar_label = clb.ax.get_xticklabels() + clb.ax.get_yticklabels()
[lab.set_font('Arial') for lab in cbar_label] #Times New Roman #set_fontstyle
clb.ax.tick_params(labelsize=10)
ax.set_xticks(np.arange(0,401,100), np.arange(0,401,100), fontdict=font);
ax.set_yticks(np.arange(0,401,100), np.arange(0,401,100), fontdict=font);
plt.show();
In [ ]:
norm_cov_dist_o = np.log(cov_dist_o)
norm_cov_dist_o /= (np.nanmax(norm_cov_dist_o))
In [ ]:
fig, ax = plt.subplots(figsize=(1.7, 1.7))
ax0 = ax.matshow(norm_cov_dist_o, interpolation='none', vmin=0.0, vmax=1.0, cmap='jet', );
clb = fig.colorbar(ax0, fraction=0.045);
ax.xaxis.set_ticks_position("bottom")
plt.grid(color='gray', linestyle=':', linewidth=0.5);
clb.set_ticks(ticks=[0, 0.5, 1])
cbar_label = clb.ax.get_xticklabels() + clb.ax.get_yticklabels()
[lab.set_font('Arial') for lab in cbar_label]
clb.ax.tick_params(labelsize=10)
ax.set_xticks(np.arange(0,401,100), np.arange(0,401,100), fontdict=font);
ax.set_yticks(np.arange(0,401,100), np.arange(0,401,100), fontdict=font);
plt.show();
distance in source space¶
In [ ]:
%%writefile calc_dist_s_fun.py
import scipy
import numpy as np
def calc_dist_s(cov1, cov2):
d2 = (np.log(scipy.linalg.eigvalsh(cov1,cov2))**2).sum(axis=-1)
riemann_dist = np.sqrt(d2)
return riemann_dist
Overwriting calc_dist_s_fun.py
In [ ]:
import calc_dist_s_fun
import multiprocessing
num_cores = int(multiprocessing.cpu_count())
print("CPU cores: ", num_cores)
CPU cores: 32
In [ ]:
tp = cov_mat.shape[0]
cov_dist_s = np.full((tp, tp), np.nan)
for i in range(tp):
if i % 200 == 0: # ~3min
print(i)
pool = multiprocessing.Pool(processes = num_cores)
res = []
for j in range(i+1, tp):
r = pool.apply_async(calc_dist_s_fun.calc_dist_s, args=( cov_mat[i], cov_mat[j] ))
res.append(r)
pool.close()
riemann_dist_i = np.squeeze( [p.get() for p in res] )
cov_dist_s[i, i+1:] = riemann_dist_i
0 200
In [ ]:
# with open('./tmp_data/cov_dist_s.pkl', 'wb') as f:
# dill.dump(cov_dist_s, f)
with open('./tmp_data/cov_dist_s.pkl', 'rb') as f:
cov_dist_s = dill.load(f)
In [ ]:
fig, ax = plt.subplots(figsize=(1.7, 1.7))
ax0 = ax.matshow(cov_dist_s, interpolation='none', vmin=0.0, vmax=20.0, cmap='jet', );#
clb = fig.colorbar(ax0, fraction=0.045);
ax.xaxis.set_ticks_position("bottom")
plt.grid(color='gray', linestyle=':', linewidth=0.5);
clb.set_ticks(ticks=[0, 10, 20])
cbar_label = clb.ax.get_xticklabels() + clb.ax.get_yticklabels()
[lab.set_font('Arial') for lab in cbar_label] #Times New Roman #set_fontstyle
clb.ax.tick_params(labelsize=10)
ax.set_xticks(np.arange(0,401,100), np.arange(0,401,100), fontdict=font);
ax.set_yticks(np.arange(0,401,100), np.arange(0,401,100), fontdict=font);
plt.show();
In [ ]:
norm_cov_dist_s = copy.deepcopy(cov_dist_s)
norm_cov_dist_s /= (np.nanmax(norm_cov_dist_s))
In [ ]:
fig, ax = plt.subplots(figsize=(1.7, 1.7))
ax0 = ax.matshow(norm_cov_dist_s, interpolation='none', vmin=0.0, vmax=1.0, cmap='jet', );
clb = fig.colorbar(ax0, fraction=0.045);
ax.xaxis.set_ticks_position("bottom")
plt.grid(color='gray', linestyle=':', linewidth=0.5);
clb.set_ticks(ticks=[0, 0.5, 1])
cbar_label = clb.ax.get_xticklabels() + clb.ax.get_yticklabels()
[lab.set_font('Arial') for lab in cbar_label]
clb.ax.tick_params(labelsize=10)
ax.set_xticks(np.arange(0,401,100), np.arange(0,401,100), fontdict=font);
ax.set_yticks(np.arange(0,401,100), np.arange(0,401,100), fontdict=font);
plt.show();
Multi-dimensional Scaling¶
In [ ]:
norm_dist_o_symm = np.ones_like(norm_cov_dist_o)
for i in range(norm_cov_dist_o.shape[0]):
for j in range(i+1, norm_cov_dist_o.shape[0]):
norm_dist_o_symm[i,j] = norm_cov_dist_o[i,j]
norm_dist_o_symm[j,i] = norm_cov_dist_o[i,j]
mds = MDS(n_components=28, dissimilarity='precomputed', metric=True,
n_jobs=32, random_state=3, normalized_stress='auto')
features_dist_o = mds.fit_transform(norm_dist_o_symm)
features_dist_o.shape
Out[ ]:
(360, 28)
In [ ]:
norm_dist_s_symm = np.ones_like(norm_cov_dist_s)
for i in range(norm_cov_dist_s.shape[0]):
for j in range(i+1, norm_cov_dist_s.shape[0]):
norm_dist_s_symm[i,j] = norm_cov_dist_s[i,j]
norm_dist_s_symm[j,i] = norm_cov_dist_s[i,j]
mds = MDS(n_components=28, dissimilarity='precomputed', metric=True,
n_jobs=32, random_state=3, normalized_stress='auto')
features_dist_s = mds.fit_transform(norm_dist_s_symm)
features_dist_s.shape
Out[ ]:
(360, 28)
In [ ]:
# with open('./tmp_data/distance_mds_data.pkl', 'wb') as f:
# dill.dump([features_dist_o, features_dist_s], f)
with open('./tmp_data/distance_mds_data.pkl', 'rb') as f:
[features_dist_o, features_dist_s] = dill.load(f)
Data normlization¶
In [ ]:
norm_cov_diag = np.log(10*cov_diag)
norm_dist_o = 20*features_dist_o
norm_dist_s = 20*features_dist_s
In [ ]:
import warnings
warnings.filterwarnings('ignore')
font = {'family':['Times New Roman', 'Arial', ], 'weight':'normal', 'size':10 }
colors = sns.color_palette('Set2')
plt.figure(figsize=(2.5, 1.5))
sns.histplot(norm_cov_diag.flatten()-0.4, bins=80, stat='density', legend=False, color=colors[0], alpha=0.8, )
sns.histplot(norm_dist_o.flatten()+0.2, bins=80, stat='density', legend=False, color=colors[1], alpha=0.8, )
sns.histplot(norm_dist_s.flatten()-0.2, bins=80, stat='density', legend=False, color=colors[2], alpha=0.8, )
plt.xlim([-5, 5])
plt.ylim([0, 0.4])
plt.legend(labels=['Diagonal elements', 'Distance o', 'Distance s'], prop=font, bbox_to_anchor=(1.0, 1.0));
In [ ]:
input_data_raw = np.hstack((norm_cov_diag, norm_dist_o, norm_dist_s))
print(input_data_raw.shape) #[360, 84]
input_data = torch.from_numpy(input_data_raw).type(torch.FloatTensor) #[samples, features]
device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')
print(device)
(360, 84) cuda:0
In [ ]:
tsne = TSNE(n_components=2, init='pca', random_state=0, n_jobs=-1, perplexity=30)
for data in [norm_cov_diag, norm_dist_o, norm_dist_s, input_data_raw]:
tsne_2d = tsne.fit_transform(data)
fig, axi1=plt.subplots(1, figsize=(2, 1.5))
axi1.scatter(tsne_2d[:, 0], tsne_2d[:, 1],
marker='*', s=10, color=sns.color_palette('Paired')[1],
)
ax = plt.gca()
plt.grid(True, linewidth=0.5, color='gray', linestyle=':')
plt.xlim([-40, 40])
plt.ylim([-40, 40])
# plt.yticks([-100,-50,0,50,100],[-100,-50,0,50,100])
# plt.xticks([-100,-50,0,50,100],[-100,-50,0,50,100])
ax.tick_params(which='both', bottom=True, top=False, left=True, right=False,
labelbottom=True, labelleft=True, direction='out',width=1)
plt.show()
In [ ]:
# with open('./tmp_data/network_input_data.pkl', 'wb') as f:
# dill.dump([norm_cov_diag, norm_dist_o, norm_dist_s, input_data_raw], f)
with open('./tmp_data/network_input_data.pkl', 'rb') as f:
[norm_cov_diag, norm_dist_o, norm_dist_s, input_data_raw] = dill.load(f)
Train AutoEncoder Network¶
In [ ]:
import importlib
importlib.reload(UDEC_Network)
Out[ ]:
<module 'utils.UDEC_Network' from 'e:\\论文写作\\论文2\\N170\\utils\\UDEC_Network.py'>
In [ ]:
EPOCHS_PRE = 1001
LR_PRE = 1e-3 # dynamic adjust learning rate
BATCH_SIZE = 32
autoencoder = UDEC_Network.AutoEncoder().to(device)
checkpoint = { "epoch": 0, "best": float("inf") }
file_path_prefix = './network_data/'
ae_save_path = file_path_prefix + 'autoencoder.pth'
UDEC_Network.pretrain(data=input_data, model=autoencoder, savepath=ae_save_path,
checkpoint=checkpoint, file_path_prefix=file_path_prefix,
num_epochs=EPOCHS_PRE, batch_size=BATCH_SIZE, lr=LR_PRE)
epoch [1/1001], MSE_loss:2.20673 epoch [2/1001], MSE_loss:1.69884 epoch [3/1001], MSE_loss:1.60556 epoch [4/1001], MSE_loss:1.15251 epoch [5/1001], MSE_loss:1.40224 epoch [6/1001], MSE_loss:1.32023 epoch [7/1001], MSE_loss:1.00663 epoch [8/1001], MSE_loss:1.12145 epoch [9/1001], MSE_loss:1.13765 epoch [10/1001], MSE_loss:0.95416 epoch [11/1001], MSE_loss:0.88185 epoch [12/1001], MSE_loss:0.85678 epoch [13/1001], MSE_loss:0.91871 epoch [14/1001], MSE_loss:1.07839 epoch [15/1001], MSE_loss:0.93291 epoch [16/1001], MSE_loss:0.60339 epoch [17/1001], MSE_loss:0.71961 epoch [18/1001], MSE_loss:0.77097 epoch [19/1001], MSE_loss:0.76433 epoch [20/1001], MSE_loss:0.57989 epoch [21/1001], MSE_loss:0.57952 epoch [22/1001], MSE_loss:0.60240 epoch [23/1001], MSE_loss:0.48501 epoch [24/1001], MSE_loss:0.57349 epoch [25/1001], MSE_loss:0.58310 epoch [26/1001], MSE_loss:0.56255 epoch [27/1001], MSE_loss:0.33552 epoch [28/1001], MSE_loss:0.35851 epoch [29/1001], MSE_loss:0.61156 epoch [30/1001], MSE_loss:0.39084 epoch [31/1001], MSE_loss:0.37091 epoch [32/1001], MSE_loss:0.35287 epoch [33/1001], MSE_loss:0.43826 epoch [34/1001], MSE_loss:0.35670 epoch [35/1001], MSE_loss:0.29774 epoch [36/1001], MSE_loss:0.34316 epoch [37/1001], MSE_loss:0.35239 epoch [38/1001], MSE_loss:0.22703 epoch [39/1001], MSE_loss:0.32963 epoch [40/1001], MSE_loss:0.20045 epoch [41/1001], MSE_loss:0.27567 epoch [42/1001], MSE_loss:0.29175 epoch [43/1001], MSE_loss:0.24494 epoch [44/1001], MSE_loss:0.41978 epoch [45/1001], MSE_loss:0.19462 epoch [46/1001], MSE_loss:0.40880 epoch [47/1001], MSE_loss:0.22659 epoch [48/1001], MSE_loss:0.30915 epoch [49/1001], MSE_loss:0.19052 epoch [50/1001], MSE_loss:0.30192 epoch [51/1001], MSE_loss:0.20930 epoch [52/1001], MSE_loss:0.27116 epoch [53/1001], MSE_loss:0.16056 epoch [54/1001], MSE_loss:0.22014 epoch [55/1001], MSE_loss:0.14707 epoch [56/1001], MSE_loss:0.21644 epoch [57/1001], MSE_loss:0.16952 epoch [58/1001], MSE_loss:0.15855 epoch [59/1001], MSE_loss:0.24304 epoch [60/1001], MSE_loss:0.17185 epoch [61/1001], MSE_loss:0.22718 epoch [62/1001], MSE_loss:0.25111 epoch [63/1001], MSE_loss:0.12722 epoch [64/1001], MSE_loss:0.19231 epoch [65/1001], MSE_loss:0.12721 epoch [66/1001], MSE_loss:0.18179 epoch [67/1001], MSE_loss:0.25557 epoch [68/1001], MSE_loss:0.17803 epoch [69/1001], MSE_loss:0.14923 epoch [70/1001], MSE_loss:0.15304 epoch [71/1001], MSE_loss:0.15182 epoch [72/1001], MSE_loss:0.24789 epoch [73/1001], MSE_loss:0.16949 epoch [74/1001], MSE_loss:0.12914 epoch [75/1001], MSE_loss:0.19416 epoch [76/1001], MSE_loss:0.17848 epoch [77/1001], MSE_loss:0.11434 epoch [78/1001], MSE_loss:0.13698 epoch [79/1001], MSE_loss:0.15275 epoch [80/1001], MSE_loss:0.19928 epoch [81/1001], MSE_loss:0.09819 epoch [82/1001], MSE_loss:0.18294 epoch [83/1001], MSE_loss:0.12370 epoch [84/1001], MSE_loss:0.17777 epoch [85/1001], MSE_loss:0.12016 epoch [86/1001], MSE_loss:0.19530 epoch [87/1001], MSE_loss:0.12373 epoch [88/1001], MSE_loss:0.11769 epoch [89/1001], MSE_loss:0.12227 epoch [90/1001], MSE_loss:0.13812 epoch [91/1001], MSE_loss:0.09486 epoch [92/1001], MSE_loss:0.15045 epoch [93/1001], MSE_loss:0.13865 epoch [94/1001], MSE_loss:0.14318 epoch [95/1001], MSE_loss:0.10496 epoch [96/1001], MSE_loss:0.14417 epoch [97/1001], MSE_loss:0.15552 epoch [98/1001], MSE_loss:0.11921 epoch [99/1001], MSE_loss:0.08620 epoch [100/1001], MSE_loss:0.13877 epoch [101/1001], MSE_loss:0.13510 epoch [102/1001], MSE_loss:0.14900 epoch [103/1001], MSE_loss:0.14954 epoch [104/1001], MSE_loss:0.14553 epoch [105/1001], MSE_loss:0.15056 epoch [106/1001], MSE_loss:0.13442 epoch [107/1001], MSE_loss:0.14164 epoch [108/1001], MSE_loss:0.07257 epoch [109/1001], MSE_loss:0.12979 epoch [110/1001], MSE_loss:0.12023 epoch [111/1001], MSE_loss:0.18953 epoch [112/1001], MSE_loss:0.11345 epoch [113/1001], MSE_loss:0.12136 epoch [114/1001], MSE_loss:0.10853 epoch [115/1001], MSE_loss:0.12759 epoch [116/1001], MSE_loss:0.14842 epoch [117/1001], MSE_loss:0.13462 epoch [118/1001], MSE_loss:0.13044 epoch [119/1001], MSE_loss:0.08280 epoch [120/1001], MSE_loss:0.11419 epoch [121/1001], MSE_loss:0.09377 epoch [122/1001], MSE_loss:0.13811 epoch [123/1001], MSE_loss:0.16838 epoch [124/1001], MSE_loss:0.13371 epoch [125/1001], MSE_loss:0.13370 epoch [126/1001], MSE_loss:0.09641 epoch [127/1001], MSE_loss:0.16017 epoch [128/1001], MSE_loss:0.14553 epoch [129/1001], MSE_loss:0.09075 epoch [130/1001], MSE_loss:0.07740 epoch [131/1001], MSE_loss:0.11045 epoch [132/1001], MSE_loss:0.10269 epoch [133/1001], MSE_loss:0.10673 epoch [134/1001], MSE_loss:0.13350 epoch [135/1001], MSE_loss:0.13600 epoch [136/1001], MSE_loss:0.14457 epoch [137/1001], MSE_loss:0.09054 epoch [138/1001], MSE_loss:0.14899 epoch [139/1001], MSE_loss:0.12148 epoch [140/1001], MSE_loss:0.13164 epoch [141/1001], MSE_loss:0.11163 epoch [142/1001], MSE_loss:0.09541 epoch [143/1001], MSE_loss:0.08839 epoch [144/1001], MSE_loss:0.10428 epoch [145/1001], MSE_loss:0.12167 epoch [146/1001], MSE_loss:0.10570 epoch [147/1001], MSE_loss:0.12564 epoch [148/1001], MSE_loss:0.10296 epoch [149/1001], MSE_loss:0.11086 epoch [150/1001], MSE_loss:0.13406 epoch [151/1001], MSE_loss:0.09981 epoch [152/1001], MSE_loss:0.08836 epoch [153/1001], MSE_loss:0.11253 epoch [154/1001], MSE_loss:0.13942 epoch [155/1001], MSE_loss:0.13966 epoch [156/1001], MSE_loss:0.14046 epoch [157/1001], MSE_loss:0.12902 epoch [158/1001], MSE_loss:0.15664 epoch [159/1001], MSE_loss:0.11810 epoch [160/1001], MSE_loss:0.12561 epoch [161/1001], MSE_loss:0.11242 epoch [162/1001], MSE_loss:0.10697 epoch [163/1001], MSE_loss:0.10908 epoch [164/1001], MSE_loss:0.14509 epoch [165/1001], MSE_loss:0.09596 epoch [166/1001], MSE_loss:0.12093 epoch [167/1001], MSE_loss:0.11627 epoch [168/1001], MSE_loss:0.12473 epoch [169/1001], MSE_loss:0.12562 epoch [170/1001], MSE_loss:0.10943 epoch [171/1001], MSE_loss:0.12478 epoch [172/1001], MSE_loss:0.13384 epoch [173/1001], MSE_loss:0.10338 epoch [174/1001], MSE_loss:0.12036 epoch [175/1001], MSE_loss:0.11596 epoch [176/1001], MSE_loss:0.08952 epoch [177/1001], MSE_loss:0.13004 epoch [178/1001], MSE_loss:0.11588 epoch [179/1001], MSE_loss:0.12029 epoch [180/1001], MSE_loss:0.10331 epoch [181/1001], MSE_loss:0.14649 epoch [182/1001], MSE_loss:0.09187 epoch [183/1001], MSE_loss:0.13910 epoch [184/1001], MSE_loss:0.15530 epoch [185/1001], MSE_loss:0.08762 epoch [186/1001], MSE_loss:0.09107 epoch [187/1001], MSE_loss:0.11364 epoch [188/1001], MSE_loss:0.11179 epoch [189/1001], MSE_loss:0.18457 epoch [190/1001], MSE_loss:0.15415 epoch [191/1001], MSE_loss:0.13805 epoch [192/1001], MSE_loss:0.12605 epoch [193/1001], MSE_loss:0.10304 epoch [194/1001], MSE_loss:0.14352 epoch [195/1001], MSE_loss:0.11438 epoch [196/1001], MSE_loss:0.11290 epoch [197/1001], MSE_loss:0.10447 epoch [198/1001], MSE_loss:0.09320 epoch [199/1001], MSE_loss:0.07913 epoch [200/1001], MSE_loss:0.12487 epoch [201/1001], MSE_loss:0.11366 epoch [202/1001], MSE_loss:0.09969 epoch [203/1001], MSE_loss:0.19552 epoch [204/1001], MSE_loss:0.14293 epoch [205/1001], MSE_loss:0.11861 epoch [206/1001], MSE_loss:0.13058 epoch [207/1001], MSE_loss:0.14337 epoch [208/1001], MSE_loss:0.14676 epoch [209/1001], MSE_loss:0.12713 epoch [210/1001], MSE_loss:0.09847 epoch [211/1001], MSE_loss:0.14421 epoch [212/1001], MSE_loss:0.14396 epoch [213/1001], MSE_loss:0.09850 epoch [214/1001], MSE_loss:0.10587 epoch [215/1001], MSE_loss:0.16295 epoch [216/1001], MSE_loss:0.13042 epoch [217/1001], MSE_loss:0.13344 epoch [218/1001], MSE_loss:0.13570 epoch [219/1001], MSE_loss:0.13232 epoch [220/1001], MSE_loss:0.11656 epoch [221/1001], MSE_loss:0.11702 epoch [222/1001], MSE_loss:0.17779 epoch [223/1001], MSE_loss:0.15732 epoch [224/1001], MSE_loss:0.08197 epoch [225/1001], MSE_loss:0.09219 epoch [226/1001], MSE_loss:0.14909 epoch [227/1001], MSE_loss:0.15757 epoch [228/1001], MSE_loss:0.12113 epoch [229/1001], MSE_loss:0.13810 epoch [230/1001], MSE_loss:0.11304 epoch [231/1001], MSE_loss:0.13489 epoch [232/1001], MSE_loss:0.09452 epoch [233/1001], MSE_loss:0.15090 epoch [234/1001], MSE_loss:0.13620 epoch [235/1001], MSE_loss:0.12744 epoch [236/1001], MSE_loss:0.11064 epoch [237/1001], MSE_loss:0.08609 epoch [238/1001], MSE_loss:0.11829 epoch [239/1001], MSE_loss:0.15263 epoch [240/1001], MSE_loss:0.13834 epoch [241/1001], MSE_loss:0.13530 epoch [242/1001], MSE_loss:0.14441 epoch [243/1001], MSE_loss:0.11443 epoch [244/1001], MSE_loss:0.08736 epoch [245/1001], MSE_loss:0.13784 epoch [246/1001], MSE_loss:0.10011 epoch [247/1001], MSE_loss:0.11628 epoch [248/1001], MSE_loss:0.11119 epoch [249/1001], MSE_loss:0.12027 epoch [250/1001], MSE_loss:0.09651 epoch [251/1001], MSE_loss:0.11381 epoch [252/1001], MSE_loss:0.10222 epoch [253/1001], MSE_loss:0.11193 epoch [254/1001], MSE_loss:0.15913 epoch [255/1001], MSE_loss:0.14841 epoch [256/1001], MSE_loss:0.10883 epoch [257/1001], MSE_loss:0.11473 epoch [258/1001], MSE_loss:0.15752 epoch [259/1001], MSE_loss:0.15380 epoch [260/1001], MSE_loss:0.09266 epoch [261/1001], MSE_loss:0.11785 epoch [262/1001], MSE_loss:0.14944 epoch [263/1001], MSE_loss:0.14936 epoch [264/1001], MSE_loss:0.12503 epoch [265/1001], MSE_loss:0.14587 epoch [266/1001], MSE_loss:0.12915 epoch [267/1001], MSE_loss:0.14154 epoch [268/1001], MSE_loss:0.13551 epoch [269/1001], MSE_loss:0.16426 epoch [270/1001], MSE_loss:0.09834 epoch [271/1001], MSE_loss:0.12038 epoch [272/1001], MSE_loss:0.09750 epoch [273/1001], MSE_loss:0.11577 epoch [274/1001], MSE_loss:0.12231 epoch [275/1001], MSE_loss:0.14480 epoch [276/1001], MSE_loss:0.10046 epoch [277/1001], MSE_loss:0.09848 epoch [278/1001], MSE_loss:0.11306 epoch [279/1001], MSE_loss:0.09945 epoch [280/1001], MSE_loss:0.14194 epoch [281/1001], MSE_loss:0.09261 epoch [282/1001], MSE_loss:0.12079 epoch [283/1001], MSE_loss:0.08891 epoch [284/1001], MSE_loss:0.12582 epoch [285/1001], MSE_loss:0.12513 epoch [286/1001], MSE_loss:0.16916 epoch [287/1001], MSE_loss:0.12004 epoch [288/1001], MSE_loss:0.14086 epoch [289/1001], MSE_loss:0.10150 epoch [290/1001], MSE_loss:0.12403 epoch [291/1001], MSE_loss:0.12192 epoch [292/1001], MSE_loss:0.06397 epoch [293/1001], MSE_loss:0.10255 epoch [294/1001], MSE_loss:0.10918 epoch [295/1001], MSE_loss:0.10749 epoch [296/1001], MSE_loss:0.09151 epoch [297/1001], MSE_loss:0.14164 epoch [298/1001], MSE_loss:0.10808 epoch [299/1001], MSE_loss:0.12964 epoch [300/1001], MSE_loss:0.09754 epoch [301/1001], MSE_loss:0.10554 epoch [302/1001], MSE_loss:0.12259 epoch [303/1001], MSE_loss:0.07521 epoch [304/1001], MSE_loss:0.13341 epoch [305/1001], MSE_loss:0.10748 epoch [306/1001], MSE_loss:0.13401 epoch [307/1001], MSE_loss:0.13462 epoch [308/1001], MSE_loss:0.09277 epoch [309/1001], MSE_loss:0.13084 epoch [310/1001], MSE_loss:0.15306 epoch [311/1001], MSE_loss:0.12298 epoch [312/1001], MSE_loss:0.11568 epoch [313/1001], MSE_loss:0.16917 epoch [314/1001], MSE_loss:0.11130 epoch [315/1001], MSE_loss:0.09718 epoch [316/1001], MSE_loss:0.07102 epoch [317/1001], MSE_loss:0.08788 epoch [318/1001], MSE_loss:0.09731 epoch [319/1001], MSE_loss:0.13727 epoch [320/1001], MSE_loss:0.13181 epoch [321/1001], MSE_loss:0.14220 epoch [322/1001], MSE_loss:0.11772 epoch [323/1001], MSE_loss:0.09391 epoch [324/1001], MSE_loss:0.09930 epoch [325/1001], MSE_loss:0.09014 epoch [326/1001], MSE_loss:0.14990 epoch [327/1001], MSE_loss:0.09148 epoch [328/1001], MSE_loss:0.13349 epoch [329/1001], MSE_loss:0.13258 epoch [330/1001], MSE_loss:0.08945 epoch [331/1001], MSE_loss:0.09507 epoch [332/1001], MSE_loss:0.09502 epoch [333/1001], MSE_loss:0.16130 epoch [334/1001], MSE_loss:0.12025 epoch [335/1001], MSE_loss:0.11965 epoch [336/1001], MSE_loss:0.09494 epoch [337/1001], MSE_loss:0.12115 epoch [338/1001], MSE_loss:0.09983 epoch [339/1001], MSE_loss:0.13291 epoch [340/1001], MSE_loss:0.11476 epoch [341/1001], MSE_loss:0.16675 epoch [342/1001], MSE_loss:0.11194 epoch [343/1001], MSE_loss:0.11105 epoch [344/1001], MSE_loss:0.10620 epoch [345/1001], MSE_loss:0.12150 epoch [346/1001], MSE_loss:0.10749 epoch [347/1001], MSE_loss:0.13071 epoch [348/1001], MSE_loss:0.09939 epoch [349/1001], MSE_loss:0.08899 epoch [350/1001], MSE_loss:0.09642 epoch [351/1001], MSE_loss:0.12097 epoch [352/1001], MSE_loss:0.09684 epoch [353/1001], MSE_loss:0.14472 epoch [354/1001], MSE_loss:0.11700 epoch [355/1001], MSE_loss:0.12878 epoch [356/1001], MSE_loss:0.11697 epoch [357/1001], MSE_loss:0.12495 epoch [358/1001], MSE_loss:0.10586 epoch [359/1001], MSE_loss:0.08542 epoch [360/1001], MSE_loss:0.09859 epoch [361/1001], MSE_loss:0.14643 epoch [362/1001], MSE_loss:0.14387 epoch [363/1001], MSE_loss:0.14188 epoch [364/1001], MSE_loss:0.13689 epoch [365/1001], MSE_loss:0.12904 epoch [366/1001], MSE_loss:0.14607 epoch [367/1001], MSE_loss:0.12627 epoch [368/1001], MSE_loss:0.14027 epoch [369/1001], MSE_loss:0.14689 epoch [370/1001], MSE_loss:0.09985 epoch [371/1001], MSE_loss:0.11650 epoch [372/1001], MSE_loss:0.14520 epoch [373/1001], MSE_loss:0.11534 epoch [374/1001], MSE_loss:0.09816 epoch [375/1001], MSE_loss:0.11294 epoch [376/1001], MSE_loss:0.09649 epoch [377/1001], MSE_loss:0.14971 epoch [378/1001], MSE_loss:0.09409 epoch [379/1001], MSE_loss:0.07680 epoch [380/1001], MSE_loss:0.11752 epoch [381/1001], MSE_loss:0.15747 epoch [382/1001], MSE_loss:0.18755 epoch [383/1001], MSE_loss:0.12527 epoch [384/1001], MSE_loss:0.13257 epoch [385/1001], MSE_loss:0.12553 epoch [386/1001], MSE_loss:0.08324 epoch [387/1001], MSE_loss:0.12003 epoch [388/1001], MSE_loss:0.13997 epoch [389/1001], MSE_loss:0.08193 epoch [390/1001], MSE_loss:0.11289 epoch [391/1001], MSE_loss:0.13441 epoch [392/1001], MSE_loss:0.12930 epoch [393/1001], MSE_loss:0.12780 epoch [394/1001], MSE_loss:0.11533 epoch [395/1001], MSE_loss:0.13596 epoch [396/1001], MSE_loss:0.13465 epoch [397/1001], MSE_loss:0.10570 epoch [398/1001], MSE_loss:0.10952 epoch [399/1001], MSE_loss:0.09972 epoch [400/1001], MSE_loss:0.11198 epoch [401/1001], MSE_loss:0.12729 epoch [402/1001], MSE_loss:0.08678 epoch [403/1001], MSE_loss:0.13066 epoch [404/1001], MSE_loss:0.09720 epoch [405/1001], MSE_loss:0.12190 epoch [406/1001], MSE_loss:0.12027 epoch [407/1001], MSE_loss:0.10794 epoch [408/1001], MSE_loss:0.13370 epoch [409/1001], MSE_loss:0.12164 epoch [410/1001], MSE_loss:0.14211 epoch [411/1001], MSE_loss:0.14047 epoch [412/1001], MSE_loss:0.09075 epoch [413/1001], MSE_loss:0.13676 epoch [414/1001], MSE_loss:0.14556 epoch [415/1001], MSE_loss:0.11188 epoch [416/1001], MSE_loss:0.11907 epoch [417/1001], MSE_loss:0.11887 epoch [418/1001], MSE_loss:0.12069 epoch [419/1001], MSE_loss:0.11633 epoch [420/1001], MSE_loss:0.11093 epoch [421/1001], MSE_loss:0.15718 epoch [422/1001], MSE_loss:0.08233 epoch [423/1001], MSE_loss:0.13869 epoch [424/1001], MSE_loss:0.11318 epoch [425/1001], MSE_loss:0.12721 epoch [426/1001], MSE_loss:0.11380 epoch [427/1001], MSE_loss:0.11083 epoch [428/1001], MSE_loss:0.13312 epoch [429/1001], MSE_loss:0.11241 epoch [430/1001], MSE_loss:0.10951 epoch [431/1001], MSE_loss:0.12817 epoch [432/1001], MSE_loss:0.08485 epoch [433/1001], MSE_loss:0.11636 epoch [434/1001], MSE_loss:0.15320 epoch [435/1001], MSE_loss:0.11487 epoch [436/1001], MSE_loss:0.08831 epoch [437/1001], MSE_loss:0.10175 epoch [438/1001], MSE_loss:0.09676 epoch [439/1001], MSE_loss:0.13603 epoch [440/1001], MSE_loss:0.10804 epoch [441/1001], MSE_loss:0.14970 epoch [442/1001], MSE_loss:0.11937 epoch [443/1001], MSE_loss:0.08311 epoch [444/1001], MSE_loss:0.15206 epoch [445/1001], MSE_loss:0.13178 epoch [446/1001], MSE_loss:0.11516 epoch [447/1001], MSE_loss:0.08963 epoch [448/1001], MSE_loss:0.10535 epoch [449/1001], MSE_loss:0.08424 epoch [450/1001], MSE_loss:0.10085 epoch [451/1001], MSE_loss:0.10693 epoch [452/1001], MSE_loss:0.14066 epoch [453/1001], MSE_loss:0.12306 epoch [454/1001], MSE_loss:0.11153 epoch [455/1001], MSE_loss:0.11173 epoch [456/1001], MSE_loss:0.10971 epoch [457/1001], MSE_loss:0.10989 epoch [458/1001], MSE_loss:0.12295 epoch [459/1001], MSE_loss:0.11160 epoch [460/1001], MSE_loss:0.11701 epoch [461/1001], MSE_loss:0.10271 epoch [462/1001], MSE_loss:0.10061 epoch [463/1001], MSE_loss:0.13303 epoch [464/1001], MSE_loss:0.12347 epoch [465/1001], MSE_loss:0.10158 epoch [466/1001], MSE_loss:0.10424 epoch [467/1001], MSE_loss:0.12392 epoch [468/1001], MSE_loss:0.10983 epoch [469/1001], MSE_loss:0.09256 epoch [470/1001], MSE_loss:0.09455 epoch [471/1001], MSE_loss:0.08862 epoch [472/1001], MSE_loss:0.13935 epoch [473/1001], MSE_loss:0.13739 epoch [474/1001], MSE_loss:0.15079 epoch [475/1001], MSE_loss:0.07853 epoch [476/1001], MSE_loss:0.09233 epoch [477/1001], MSE_loss:0.13673 epoch [478/1001], MSE_loss:0.12149 epoch [479/1001], MSE_loss:0.12467 epoch [480/1001], MSE_loss:0.11458 epoch [481/1001], MSE_loss:0.12036 epoch [482/1001], MSE_loss:0.14412 epoch [483/1001], MSE_loss:0.10073 epoch [484/1001], MSE_loss:0.13366 epoch [485/1001], MSE_loss:0.10479 epoch [486/1001], MSE_loss:0.14265 epoch [487/1001], MSE_loss:0.07575 epoch [488/1001], MSE_loss:0.11490 epoch [489/1001], MSE_loss:0.11777 epoch [490/1001], MSE_loss:0.13915 epoch [491/1001], MSE_loss:0.11169 epoch [492/1001], MSE_loss:0.11954 epoch [493/1001], MSE_loss:0.12219 epoch [494/1001], MSE_loss:0.16133 epoch [495/1001], MSE_loss:0.17075 epoch [496/1001], MSE_loss:0.09640 epoch [497/1001], MSE_loss:0.09853 epoch [498/1001], MSE_loss:0.13440 epoch [499/1001], MSE_loss:0.13067 epoch [500/1001], MSE_loss:0.12189 epoch [501/1001], MSE_loss:0.12978 epoch [502/1001], MSE_loss:0.10572 epoch [503/1001], MSE_loss:0.13539 epoch [504/1001], MSE_loss:0.13013 epoch [505/1001], MSE_loss:0.13832 epoch [506/1001], MSE_loss:0.11567 epoch [507/1001], MSE_loss:0.13159 epoch [508/1001], MSE_loss:0.09669 epoch [509/1001], MSE_loss:0.08700 epoch [510/1001], MSE_loss:0.12316 epoch [511/1001], MSE_loss:0.19585 epoch [512/1001], MSE_loss:0.09869 epoch [513/1001], MSE_loss:0.09730 epoch [514/1001], MSE_loss:0.13185 epoch [515/1001], MSE_loss:0.13027 epoch [516/1001], MSE_loss:0.12452 epoch [517/1001], MSE_loss:0.10401 epoch [518/1001], MSE_loss:0.09578 epoch [519/1001], MSE_loss:0.11293 epoch [520/1001], MSE_loss:0.09747 epoch [521/1001], MSE_loss:0.10950 epoch [522/1001], MSE_loss:0.15282 epoch [523/1001], MSE_loss:0.08326 epoch [524/1001], MSE_loss:0.09864 epoch [525/1001], MSE_loss:0.11189 epoch [526/1001], MSE_loss:0.10523 epoch [527/1001], MSE_loss:0.16056 epoch [528/1001], MSE_loss:0.10593 epoch [529/1001], MSE_loss:0.10436 epoch [530/1001], MSE_loss:0.11917 epoch [531/1001], MSE_loss:0.12997 epoch [532/1001], MSE_loss:0.07603 epoch [533/1001], MSE_loss:0.14818 epoch [534/1001], MSE_loss:0.15229 epoch [535/1001], MSE_loss:0.14909 epoch [536/1001], MSE_loss:0.12504 epoch [537/1001], MSE_loss:0.11090 epoch [538/1001], MSE_loss:0.12928 epoch [539/1001], MSE_loss:0.08096 epoch [540/1001], MSE_loss:0.10194 epoch [541/1001], MSE_loss:0.13395 epoch [542/1001], MSE_loss:0.10084 epoch [543/1001], MSE_loss:0.10713 epoch [544/1001], MSE_loss:0.09193 epoch [545/1001], MSE_loss:0.14952 epoch [546/1001], MSE_loss:0.18350 epoch [547/1001], MSE_loss:0.13066 epoch [548/1001], MSE_loss:0.12798 epoch [549/1001], MSE_loss:0.15369 epoch [550/1001], MSE_loss:0.10805 epoch [551/1001], MSE_loss:0.10022 epoch [552/1001], MSE_loss:0.16764 epoch [553/1001], MSE_loss:0.13253 epoch [554/1001], MSE_loss:0.12520 epoch [555/1001], MSE_loss:0.11622 epoch [556/1001], MSE_loss:0.12741 epoch [557/1001], MSE_loss:0.10768 epoch [558/1001], MSE_loss:0.13022 epoch [559/1001], MSE_loss:0.10317 epoch [560/1001], MSE_loss:0.14954 epoch [561/1001], MSE_loss:0.12225 epoch [562/1001], MSE_loss:0.09520 epoch [563/1001], MSE_loss:0.09120 epoch [564/1001], MSE_loss:0.11296 epoch [565/1001], MSE_loss:0.08315 epoch [566/1001], MSE_loss:0.09164 epoch [567/1001], MSE_loss:0.14568 epoch [568/1001], MSE_loss:0.10894 epoch [569/1001], MSE_loss:0.10126 epoch [570/1001], MSE_loss:0.12017 epoch [571/1001], MSE_loss:0.12887 epoch [572/1001], MSE_loss:0.14425 epoch [573/1001], MSE_loss:0.10877 epoch [574/1001], MSE_loss:0.11539 epoch [575/1001], MSE_loss:0.10568 epoch [576/1001], MSE_loss:0.12358 epoch [577/1001], MSE_loss:0.12561 epoch [578/1001], MSE_loss:0.09799 epoch [579/1001], MSE_loss:0.10842 epoch [580/1001], MSE_loss:0.11411 epoch [581/1001], MSE_loss:0.09202 epoch [582/1001], MSE_loss:0.12320 epoch [583/1001], MSE_loss:0.09529 epoch [584/1001], MSE_loss:0.11868 epoch [585/1001], MSE_loss:0.11457 epoch [586/1001], MSE_loss:0.14450 epoch [587/1001], MSE_loss:0.10678 epoch [588/1001], MSE_loss:0.14179 epoch [589/1001], MSE_loss:0.15383 epoch [590/1001], MSE_loss:0.11393 epoch [591/1001], MSE_loss:0.13608 epoch [592/1001], MSE_loss:0.11964 epoch [593/1001], MSE_loss:0.10641 epoch [594/1001], MSE_loss:0.12335 epoch [595/1001], MSE_loss:0.11648 epoch [596/1001], MSE_loss:0.08500 epoch [597/1001], MSE_loss:0.12124 epoch [598/1001], MSE_loss:0.17018 epoch [599/1001], MSE_loss:0.12200 epoch [600/1001], MSE_loss:0.13461 epoch [601/1001], MSE_loss:0.13053 epoch [602/1001], MSE_loss:0.10891 epoch [603/1001], MSE_loss:0.13075 epoch [604/1001], MSE_loss:0.09031 epoch [605/1001], MSE_loss:0.12766 epoch [606/1001], MSE_loss:0.10927 epoch [607/1001], MSE_loss:0.12586 epoch [608/1001], MSE_loss:0.11106 epoch [609/1001], MSE_loss:0.09347 epoch [610/1001], MSE_loss:0.10514 epoch [611/1001], MSE_loss:0.13271 epoch [612/1001], MSE_loss:0.12595 epoch [613/1001], MSE_loss:0.11086 epoch [614/1001], MSE_loss:0.08209 epoch [615/1001], MSE_loss:0.11750 epoch [616/1001], MSE_loss:0.13321 epoch [617/1001], MSE_loss:0.11788 epoch [618/1001], MSE_loss:0.16106 epoch [619/1001], MSE_loss:0.12809 epoch [620/1001], MSE_loss:0.07791 epoch [621/1001], MSE_loss:0.14732 epoch [622/1001], MSE_loss:0.13433 epoch [623/1001], MSE_loss:0.10761 epoch [624/1001], MSE_loss:0.19539 epoch [625/1001], MSE_loss:0.13428 epoch [626/1001], MSE_loss:0.10177 epoch [627/1001], MSE_loss:0.14641 epoch [628/1001], MSE_loss:0.09773 epoch [629/1001], MSE_loss:0.11281 epoch [630/1001], MSE_loss:0.12041 epoch [631/1001], MSE_loss:0.18124 epoch [632/1001], MSE_loss:0.10296 epoch [633/1001], MSE_loss:0.13991 epoch [634/1001], MSE_loss:0.11006 epoch [635/1001], MSE_loss:0.12588 epoch [636/1001], MSE_loss:0.11280 epoch [637/1001], MSE_loss:0.17101 epoch [638/1001], MSE_loss:0.10777 epoch [639/1001], MSE_loss:0.07476 epoch [640/1001], MSE_loss:0.10252 epoch [641/1001], MSE_loss:0.07057 epoch [642/1001], MSE_loss:0.10328 epoch [643/1001], MSE_loss:0.14175 epoch [644/1001], MSE_loss:0.11096 epoch [645/1001], MSE_loss:0.11129 epoch [646/1001], MSE_loss:0.16014 epoch [647/1001], MSE_loss:0.07444 epoch [648/1001], MSE_loss:0.14728 epoch [649/1001], MSE_loss:0.07371 epoch [650/1001], MSE_loss:0.08594 epoch [651/1001], MSE_loss:0.12174 epoch [652/1001], MSE_loss:0.10133 epoch [653/1001], MSE_loss:0.09449 epoch [654/1001], MSE_loss:0.10919 epoch [655/1001], MSE_loss:0.12055 epoch [656/1001], MSE_loss:0.13395 epoch [657/1001], MSE_loss:0.08308 epoch [658/1001], MSE_loss:0.09790 epoch [659/1001], MSE_loss:0.14518 epoch [660/1001], MSE_loss:0.13484 epoch [661/1001], MSE_loss:0.09939 epoch [662/1001], MSE_loss:0.11926 epoch [663/1001], MSE_loss:0.09847 epoch [664/1001], MSE_loss:0.12467 epoch [665/1001], MSE_loss:0.12239 epoch [666/1001], MSE_loss:0.10457 epoch [667/1001], MSE_loss:0.12985 epoch [668/1001], MSE_loss:0.09404 epoch [669/1001], MSE_loss:0.12474 epoch [670/1001], MSE_loss:0.09235 epoch [671/1001], MSE_loss:0.16718 epoch [672/1001], MSE_loss:0.12698 epoch [673/1001], MSE_loss:0.11982 epoch [674/1001], MSE_loss:0.09609 epoch [675/1001], MSE_loss:0.10359 epoch [676/1001], MSE_loss:0.11158 epoch [677/1001], MSE_loss:0.10206 epoch [678/1001], MSE_loss:0.09306 epoch [679/1001], MSE_loss:0.14665 epoch [680/1001], MSE_loss:0.10462 epoch [681/1001], MSE_loss:0.11560 epoch [682/1001], MSE_loss:0.08974 epoch [683/1001], MSE_loss:0.12469 epoch [684/1001], MSE_loss:0.13628 epoch [685/1001], MSE_loss:0.09854 epoch [686/1001], MSE_loss:0.10269 epoch [687/1001], MSE_loss:0.11850 epoch [688/1001], MSE_loss:0.08046 epoch [689/1001], MSE_loss:0.07754 epoch [690/1001], MSE_loss:0.09215 epoch [691/1001], MSE_loss:0.12361 epoch [692/1001], MSE_loss:0.09991 epoch [693/1001], MSE_loss:0.08718 epoch [694/1001], MSE_loss:0.11392 epoch [695/1001], MSE_loss:0.09510 epoch [696/1001], MSE_loss:0.11473 epoch [697/1001], MSE_loss:0.09638 epoch [698/1001], MSE_loss:0.13156 epoch [699/1001], MSE_loss:0.09052 epoch [700/1001], MSE_loss:0.10374 epoch [701/1001], MSE_loss:0.10737 epoch [702/1001], MSE_loss:0.11530 epoch [703/1001], MSE_loss:0.09188 epoch [704/1001], MSE_loss:0.12018 epoch [705/1001], MSE_loss:0.10628 epoch [706/1001], MSE_loss:0.08592 epoch [707/1001], MSE_loss:0.09723 epoch [708/1001], MSE_loss:0.14817 epoch [709/1001], MSE_loss:0.07180 epoch [710/1001], MSE_loss:0.08186 epoch [711/1001], MSE_loss:0.13158 epoch [712/1001], MSE_loss:0.12748 epoch [713/1001], MSE_loss:0.10338 epoch [714/1001], MSE_loss:0.13063 epoch [715/1001], MSE_loss:0.13040 epoch [716/1001], MSE_loss:0.11914 epoch [717/1001], MSE_loss:0.11606 epoch [718/1001], MSE_loss:0.10733 epoch [719/1001], MSE_loss:0.14393 epoch [720/1001], MSE_loss:0.12749 epoch [721/1001], MSE_loss:0.15856 epoch [722/1001], MSE_loss:0.16495 epoch [723/1001], MSE_loss:0.09334 epoch [724/1001], MSE_loss:0.14640 epoch [725/1001], MSE_loss:0.11028 epoch [726/1001], MSE_loss:0.08888 epoch [727/1001], MSE_loss:0.07562 epoch [728/1001], MSE_loss:0.13480 epoch [729/1001], MSE_loss:0.16069 epoch [730/1001], MSE_loss:0.14847 epoch [731/1001], MSE_loss:0.10919 epoch [732/1001], MSE_loss:0.09002 epoch [733/1001], MSE_loss:0.13155 epoch [734/1001], MSE_loss:0.13003 epoch [735/1001], MSE_loss:0.14722 epoch [736/1001], MSE_loss:0.14622 epoch [737/1001], MSE_loss:0.10726 epoch [738/1001], MSE_loss:0.06945 epoch [739/1001], MSE_loss:0.09805 epoch [740/1001], MSE_loss:0.09107 epoch [741/1001], MSE_loss:0.17342 epoch [742/1001], MSE_loss:0.11860 epoch [743/1001], MSE_loss:0.14453 epoch [744/1001], MSE_loss:0.11367 epoch [745/1001], MSE_loss:0.13167 epoch [746/1001], MSE_loss:0.08406 epoch [747/1001], MSE_loss:0.08840 epoch [748/1001], MSE_loss:0.08526 epoch [749/1001], MSE_loss:0.12368 epoch [750/1001], MSE_loss:0.07045 epoch [751/1001], MSE_loss:0.09448 epoch [752/1001], MSE_loss:0.14658 epoch [753/1001], MSE_loss:0.18945 epoch [754/1001], MSE_loss:0.13863 epoch [755/1001], MSE_loss:0.10304 epoch [756/1001], MSE_loss:0.13800 epoch [757/1001], MSE_loss:0.10768 epoch [758/1001], MSE_loss:0.10706 epoch [759/1001], MSE_loss:0.11364 epoch [760/1001], MSE_loss:0.09974 epoch [761/1001], MSE_loss:0.11742 epoch [762/1001], MSE_loss:0.09856 epoch [763/1001], MSE_loss:0.11827 epoch [764/1001], MSE_loss:0.07610 epoch [765/1001], MSE_loss:0.12082 epoch [766/1001], MSE_loss:0.12524 epoch [767/1001], MSE_loss:0.14168 epoch [768/1001], MSE_loss:0.10628 epoch [769/1001], MSE_loss:0.12140 epoch [770/1001], MSE_loss:0.09698 epoch [771/1001], MSE_loss:0.09453 epoch [772/1001], MSE_loss:0.12233 epoch [773/1001], MSE_loss:0.14065 epoch [774/1001], MSE_loss:0.10812 epoch [775/1001], MSE_loss:0.11873 epoch [776/1001], MSE_loss:0.07767 epoch [777/1001], MSE_loss:0.11603 epoch [778/1001], MSE_loss:0.14670 epoch [779/1001], MSE_loss:0.13087 epoch [780/1001], MSE_loss:0.16548 epoch [781/1001], MSE_loss:0.10457 epoch [782/1001], MSE_loss:0.09638 epoch [783/1001], MSE_loss:0.15248 epoch [784/1001], MSE_loss:0.13468 epoch [785/1001], MSE_loss:0.11529 epoch [786/1001], MSE_loss:0.08815 epoch [787/1001], MSE_loss:0.09667 epoch [788/1001], MSE_loss:0.11397 epoch [789/1001], MSE_loss:0.08605 epoch [790/1001], MSE_loss:0.10968 epoch [791/1001], MSE_loss:0.10595 epoch [792/1001], MSE_loss:0.12051 epoch [793/1001], MSE_loss:0.14003 epoch [794/1001], MSE_loss:0.09195 epoch [795/1001], MSE_loss:0.12857 epoch [796/1001], MSE_loss:0.09116 epoch [797/1001], MSE_loss:0.09032 epoch [798/1001], MSE_loss:0.11371 epoch [799/1001], MSE_loss:0.09659 epoch [800/1001], MSE_loss:0.14991 epoch [801/1001], MSE_loss:0.15674 epoch [802/1001], MSE_loss:0.10257 epoch [803/1001], MSE_loss:0.12772 epoch [804/1001], MSE_loss:0.14534 epoch [805/1001], MSE_loss:0.13016 epoch [806/1001], MSE_loss:0.12885 epoch [807/1001], MSE_loss:0.09811 epoch [808/1001], MSE_loss:0.07403 epoch [809/1001], MSE_loss:0.14038 epoch [810/1001], MSE_loss:0.12609 epoch [811/1001], MSE_loss:0.09554 epoch [812/1001], MSE_loss:0.12714 epoch [813/1001], MSE_loss:0.10192 epoch [814/1001], MSE_loss:0.09782 epoch [815/1001], MSE_loss:0.11600 epoch [816/1001], MSE_loss:0.15215 epoch [817/1001], MSE_loss:0.11896 epoch [818/1001], MSE_loss:0.10352 epoch [819/1001], MSE_loss:0.13054 epoch [820/1001], MSE_loss:0.15424 epoch [821/1001], MSE_loss:0.11149 epoch [822/1001], MSE_loss:0.10535 epoch [823/1001], MSE_loss:0.16022 epoch [824/1001], MSE_loss:0.14428 epoch [825/1001], MSE_loss:0.12556 epoch [826/1001], MSE_loss:0.09748 epoch [827/1001], MSE_loss:0.11627 epoch [828/1001], MSE_loss:0.14174 epoch [829/1001], MSE_loss:0.13296 epoch [830/1001], MSE_loss:0.11462 epoch [831/1001], MSE_loss:0.10776 epoch [832/1001], MSE_loss:0.12590 epoch [833/1001], MSE_loss:0.10329 epoch [834/1001], MSE_loss:0.07105 epoch [835/1001], MSE_loss:0.12542 epoch [836/1001], MSE_loss:0.09219 epoch [837/1001], MSE_loss:0.14856 epoch [838/1001], MSE_loss:0.11689 epoch [839/1001], MSE_loss:0.13348 epoch [840/1001], MSE_loss:0.07701 epoch [841/1001], MSE_loss:0.08899 epoch [842/1001], MSE_loss:0.13608 epoch [843/1001], MSE_loss:0.10408 epoch [844/1001], MSE_loss:0.09543 epoch [845/1001], MSE_loss:0.09831 epoch [846/1001], MSE_loss:0.12091 epoch [847/1001], MSE_loss:0.12162 epoch [848/1001], MSE_loss:0.14679 epoch [849/1001], MSE_loss:0.13002 epoch [850/1001], MSE_loss:0.13717 epoch [851/1001], MSE_loss:0.10268 epoch [852/1001], MSE_loss:0.11947 epoch [853/1001], MSE_loss:0.12431 epoch [854/1001], MSE_loss:0.11111 epoch [855/1001], MSE_loss:0.10501 epoch [856/1001], MSE_loss:0.11640 epoch [857/1001], MSE_loss:0.15649 epoch [858/1001], MSE_loss:0.14032 epoch [859/1001], MSE_loss:0.10284 epoch [860/1001], MSE_loss:0.09295 epoch [861/1001], MSE_loss:0.11751 epoch [862/1001], MSE_loss:0.10114 epoch [863/1001], MSE_loss:0.13018 epoch [864/1001], MSE_loss:0.14826 epoch [865/1001], MSE_loss:0.13769 epoch [866/1001], MSE_loss:0.15459 epoch [867/1001], MSE_loss:0.14331 epoch [868/1001], MSE_loss:0.11248 epoch [869/1001], MSE_loss:0.13260 epoch [870/1001], MSE_loss:0.17195 epoch [871/1001], MSE_loss:0.09647 epoch [872/1001], MSE_loss:0.12371 epoch [873/1001], MSE_loss:0.11903 epoch [874/1001], MSE_loss:0.08869 epoch [875/1001], MSE_loss:0.12191 epoch [876/1001], MSE_loss:0.10686 epoch [877/1001], MSE_loss:0.11671 epoch [878/1001], MSE_loss:0.09522 epoch [879/1001], MSE_loss:0.11735 epoch [880/1001], MSE_loss:0.08739 epoch [881/1001], MSE_loss:0.12170 epoch [882/1001], MSE_loss:0.11346 epoch [883/1001], MSE_loss:0.11568 epoch [884/1001], MSE_loss:0.09871 epoch [885/1001], MSE_loss:0.10188 epoch [886/1001], MSE_loss:0.15466 epoch [887/1001], MSE_loss:0.10640 epoch [888/1001], MSE_loss:0.14131 epoch [889/1001], MSE_loss:0.17345 epoch [890/1001], MSE_loss:0.08667 epoch [891/1001], MSE_loss:0.12750 epoch [892/1001], MSE_loss:0.12401 epoch [893/1001], MSE_loss:0.12210 epoch [894/1001], MSE_loss:0.13786 epoch [895/1001], MSE_loss:0.13137 epoch [896/1001], MSE_loss:0.15604 epoch [897/1001], MSE_loss:0.11150 epoch [898/1001], MSE_loss:0.13177 epoch [899/1001], MSE_loss:0.11160 epoch [900/1001], MSE_loss:0.14266 epoch [901/1001], MSE_loss:0.08484 epoch [902/1001], MSE_loss:0.11936 epoch [903/1001], MSE_loss:0.10940 epoch [904/1001], MSE_loss:0.10427 epoch [905/1001], MSE_loss:0.09522 epoch [906/1001], MSE_loss:0.10320 epoch [907/1001], MSE_loss:0.10156 epoch [908/1001], MSE_loss:0.12466 epoch [909/1001], MSE_loss:0.17056 epoch [910/1001], MSE_loss:0.12418 epoch [911/1001], MSE_loss:0.10719 epoch [912/1001], MSE_loss:0.11191 epoch [913/1001], MSE_loss:0.10774 epoch [914/1001], MSE_loss:0.15692 epoch [915/1001], MSE_loss:0.12649 epoch [916/1001], MSE_loss:0.12595 epoch [917/1001], MSE_loss:0.12102 epoch [918/1001], MSE_loss:0.10165 epoch [919/1001], MSE_loss:0.08080 epoch [920/1001], MSE_loss:0.12277 epoch [921/1001], MSE_loss:0.15367 epoch [922/1001], MSE_loss:0.11200 epoch [923/1001], MSE_loss:0.11082 epoch [924/1001], MSE_loss:0.12726 epoch [925/1001], MSE_loss:0.10856 epoch [926/1001], MSE_loss:0.12725 epoch [927/1001], MSE_loss:0.11456 epoch [928/1001], MSE_loss:0.13241 epoch [929/1001], MSE_loss:0.10733 epoch [930/1001], MSE_loss:0.12021 epoch [931/1001], MSE_loss:0.11019 epoch [932/1001], MSE_loss:0.12138 epoch [933/1001], MSE_loss:0.10091 epoch [934/1001], MSE_loss:0.13850 epoch [935/1001], MSE_loss:0.14093 epoch [936/1001], MSE_loss:0.16273 epoch [937/1001], MSE_loss:0.08786 epoch [938/1001], MSE_loss:0.13768 epoch [939/1001], MSE_loss:0.08799 epoch [940/1001], MSE_loss:0.07898 epoch [941/1001], MSE_loss:0.17626 epoch [942/1001], MSE_loss:0.11567 epoch [943/1001], MSE_loss:0.16509 epoch [944/1001], MSE_loss:0.12463 epoch [945/1001], MSE_loss:0.09495 epoch [946/1001], MSE_loss:0.11599 epoch [947/1001], MSE_loss:0.12557 epoch [948/1001], MSE_loss:0.08813 epoch [949/1001], MSE_loss:0.10419 epoch [950/1001], MSE_loss:0.11379 epoch [951/1001], MSE_loss:0.11961 epoch [952/1001], MSE_loss:0.11252 epoch [953/1001], MSE_loss:0.08131 epoch [954/1001], MSE_loss:0.07607 epoch [955/1001], MSE_loss:0.11238 epoch [956/1001], MSE_loss:0.11267 epoch [957/1001], MSE_loss:0.12717 epoch [958/1001], MSE_loss:0.12429 epoch [959/1001], MSE_loss:0.08829 epoch [960/1001], MSE_loss:0.09827 epoch [961/1001], MSE_loss:0.10128 epoch [962/1001], MSE_loss:0.12911 epoch [963/1001], MSE_loss:0.17698 epoch [964/1001], MSE_loss:0.10555 epoch [965/1001], MSE_loss:0.09032 epoch [966/1001], MSE_loss:0.10359 epoch [967/1001], MSE_loss:0.18606 epoch [968/1001], MSE_loss:0.10108 epoch [969/1001], MSE_loss:0.09484 epoch [970/1001], MSE_loss:0.08249 epoch [971/1001], MSE_loss:0.11780 epoch [972/1001], MSE_loss:0.08996 epoch [973/1001], MSE_loss:0.12337 epoch [974/1001], MSE_loss:0.13010 epoch [975/1001], MSE_loss:0.09174 epoch [976/1001], MSE_loss:0.11197 epoch [977/1001], MSE_loss:0.09415 epoch [978/1001], MSE_loss:0.11814 epoch [979/1001], MSE_loss:0.13093 epoch [980/1001], MSE_loss:0.12450 epoch [981/1001], MSE_loss:0.14128 epoch [982/1001], MSE_loss:0.12729 epoch [983/1001], MSE_loss:0.10449 epoch [984/1001], MSE_loss:0.10275 epoch [985/1001], MSE_loss:0.10237 epoch [986/1001], MSE_loss:0.12374 epoch [987/1001], MSE_loss:0.12286 epoch [988/1001], MSE_loss:0.10737 epoch [989/1001], MSE_loss:0.12439 epoch [990/1001], MSE_loss:0.09180 epoch [991/1001], MSE_loss:0.13252 epoch [992/1001], MSE_loss:0.13369 epoch [993/1001], MSE_loss:0.10747 epoch [994/1001], MSE_loss:0.14860 epoch [995/1001], MSE_loss:0.13668 epoch [996/1001], MSE_loss:0.10986 epoch [997/1001], MSE_loss:0.10133 epoch [998/1001], MSE_loss:0.10530 epoch [999/1001], MSE_loss:0.10785 epoch [1000/1001], MSE_loss:0.12613 epoch [1001/1001], MSE_loss:0.11618
latent features visualization¶
In [ ]:
input_data_device = input_data.to(device)
latent_features = autoencoder.encode(input_data_device).detach().cpu().numpy()
print(latent_features.shape)
(360, 16)
In [ ]:
tsne = TSNE(n_components=2, init='pca', random_state=0, n_jobs=-1, perplexity=30)
tsne_2d = tsne.fit_transform(latent_features)
fig, axi1=plt.subplots(1, figsize=(2, 1.5))
axi1.scatter(tsne_2d[:, 0], tsne_2d[:, 1],
marker='*', s=10, color=sns.color_palette('Paired')[1],
)
ax = plt.gca()
plt.grid(True, linewidth=0.5, color='gray', linestyle=':')
plt.xlim([-30, 30])
plt.ylim([-30, 30])
# plt.yticks([-100,-50,0,50,100],[-100,-50,0,50,100])
# plt.xticks([-100,-50,0,50,100],[-100,-50,0,50,100])
ax.tick_params(which='both', bottom=True, top=False, left=True, right=False,
labelbottom=True, labelleft=True, direction='out',width=1)
plt.show()
Train clustering network¶
In [ ]:
tmp = copy.deepcopy(input_data_raw)
np.random.shuffle(tmp)
np.random.shuffle(tmp)
data_shuffle = torch.from_numpy(tmp).type(torch.FloatTensor)
In [ ]:
importlib.reload(UDEC_Network)
Out[ ]:
<module 'utils.UDEC_Network' from 'e:\\论文写作\\论文2\\N170\\utils\\UDEC_Network.py'>
In [ ]:
EPOCHS = 10001
BATCH_SIZE = 512
lr = 0.6
file_path_prefix = './network_data/'
for ind, n_c in enumerate([8, 10, 12]):
autoencoder = UDEC_Network.AutoEncoder().to(device)
ae_save_path = file_path_prefix + 'autoencoder.pth'
checkpoint = torch.load(ae_save_path)
autoencoder.load_state_dict(checkpoint['state_dict'])
dec = UDEC_Network.DEC(n_clusters=n_c, autoencoder=autoencoder, hidden=16, cluster_centers=None, alpha=2.0).to(device)
dec_save_path = file_path_prefix + 'dec-' + str(n_c) + '-clusters' + '.pth'
checkpoint = { "epoch": 0, "best": float("inf") }
UDEC_Network.train(data=data_shuffle, model=dec, num_epochs=EPOCHS,
n_cluster=n_c, draw_pic=True, lr=lr, file_path_prefix=file_path_prefix,
savepath=dec_save_path, checkpoint=checkpoint, batch_size=BATCH_SIZE)
Training plotting Epochs: [0/10001] Loss:0.22805804014205933 Epochs: [1000/10001] Loss:0.005099236965179443 Epochs: [2000/10001] Loss:0.0034260167740285397 Epochs: [3000/10001] Loss:0.002703610109165311 Epochs: [4000/10001] Loss:0.0022824450861662626 plotting Epochs: [5000/10001] Loss:0.0020003465469926596 Epochs: [6000/10001] Loss:0.001795316464267671 Epochs: [7000/10001] Loss:0.001638207584619522 Epochs: [8000/10001] Loss:0.001513019553385675 Epochs: [9000/10001] Loss:0.0014104674337431788 plotting Epochs: [10000/10001] Loss:0.0013245934387668967 Training plotting Epochs: [0/10001] Loss:0.2488413155078888 Epochs: [1000/10001] Loss:0.00670035183429718 Epochs: [2000/10001] Loss:0.0044983853586018085 Epochs: [3000/10001] Loss:0.003548107575625181 Epochs: [4000/10001] Loss:0.0029942328110337257 plotting Epochs: [5000/10001] Loss:0.002623306354507804 Epochs: [6000/10001] Loss:0.0023538924288004637 Epochs: [7000/10001] Loss:0.0021474051754921675 Epochs: [8000/10001] Loss:0.001982996938750148 Epochs: [9000/10001] Loss:0.0018482827581465244 plotting Epochs: [10000/10001] Loss:0.0017354899318888783 Training plotting Epochs: [0/10001] Loss:0.27088484168052673 Epochs: [1000/10001] Loss:0.008441154845058918 Epochs: [2000/10001] Loss:0.0056488607078790665 Epochs: [3000/10001] Loss:0.0044504995457828045 Epochs: [4000/10001] Loss:0.0037538264878094196 plotting Epochs: [5000/10001] Loss:0.0032879486680030823 Epochs: [6000/10001] Loss:0.0029497873038053513 Epochs: [7000/10001] Loss:0.002690780209377408 Epochs: [8000/10001] Loss:0.002484602387994528 Epochs: [9000/10001] Loss:0.0023157692048698664 plotting Epochs: [10000/10001] Loss:0.0021743634715676308
K-Means clustering of latent features¶
In [ ]:
data = torch.from_numpy(input_data_raw).type(torch.FloatTensor)
num_clusters = [8,10,12]
latent_vec = np.empty( (len(num_clusters), data.size()[0], 16) ) # [n_c, frames, n_hidden]
pred_label = np.empty( (len(num_clusters), data.size()[0]) )
pred_center = []
file_path_prefix = './network_data/'
for ind, n_c in enumerate(num_clusters):
# load model
autoencoder = UDEC_Network.AutoEncoder()
dec = UDEC_Network.DEC(n_clusters=n_c, autoencoder=autoencoder, hidden=16, cluster_centers=None, alpha=2.0)
dec_save_path = file_path_prefix + 'dec-' + str(n_c) + '-clusters' + '.pth'
checkpoint = torch.load(dec_save_path)
dec.load_state_dict(checkpoint['state_dict']);
# calculate latent vectors
latent_vec[ind] = autoencoder.encode(input_data).detach().cpu().numpy()
# get cluster centers
cluster = KMeans(n_clusters=num_clusters[ind], random_state=0, n_init=10*num_clusters[ind]).fit(latent_vec[ind])
# get cluster labels
centroid = cluster.cluster_centers_
pred_center.append(centroid)
pred_label[ind] = cluster.labels_
pred_label += 1
In [ ]:
# with open('./tmp_data/eeg_data_udec_clustering_results.pkl', 'wb') as f:
# dill.dump([pred_center, pred_label, centroid, latent_vec], f)
In [ ]:
with open('./tmp_data/eeg_data_udec_clustering_results.pkl', 'rb') as f:
[pred_center, pred_label, centroid, latent_vec] = dill.load(f)
T-SNE visualization¶
In [ ]:
tsne = TSNE(n_components=2, init='pca', random_state=0, n_jobs=-1, perplexity=30)
colors = sns.color_palette('pastel')
for ind, n_c in enumerate(num_clusters):
lf_with_center = np.vstack((latent_vec[ind], pred_center[ind]))
kmeans_2d_with_center = tsne.fit_transform(lf_with_center)
kmeans_2d = kmeans_2d_with_center[:-n_c, :]
kmeans_2d_center = kmeans_2d_with_center[-n_c:, :]
fig, axi1=plt.subplots(1, figsize=(2, 1.5))
for i in range(n_c):
axi1.scatter( kmeans_2d[pred_label[ind] == i+1, 0],
kmeans_2d[pred_label[ind] == i+1, 1],
marker='*',
s=10,
color=plt.cm.tab20(i%20),
)
axi1.text(kmeans_2d_center[i,0], kmeans_2d_center[i,1],
i+1, fontsize=9, fontweight='semibold',
verticalalignment='center', horizontalalignment='center',
color='black',
)
ax = plt.gca()
plt.grid(True, linewidth=0.5, color='gray', linestyle=':')
plt.xlim([-40, 40])
plt.ylim([-40, 40])
# plt.yticks([-100,-50,0,50,100],[-100,-50,0,50,100])
# plt.xticks([-100,-50,0,50,100],[-100,-50,0,50,100])
ax.tick_params(which='both', bottom=True, top=False, left=True, right=False,
labelbottom=True, labelleft=True, direction='out',width=1)
plt.show()
Find index of cluster centers¶
In [ ]:
euc_center_index = []
rie_center_index = []
num_clusters = [8,10,12]
riemann_dist_symmetry = np.zeros_like(cov_dist_s)
for i in range(cov_dist_s.shape[0]):
for j in range(i+1, cov_dist_s.shape[0]):
riemann_dist_symmetry[i,j] = cov_dist_s[i,j]
riemann_dist_symmetry[j,i] = cov_dist_s[i,j]
# Euclidean distance of lantent vectors
for i, n_c in enumerate(num_clusters):
tmp_c = []
for n in range(n_c):
distance = np.sum(np.square(latent_vec[i][pred_label[i]==(n+1)] - pred_center[i][n]), axis=1)
index = distance.argmin()
tmp_c.append( np.argwhere(pred_label[i]==(n+1))[index][0] )
euc_center_index.append(tmp_c)
# Riemann distance
for i, n_c in enumerate(num_clusters):
tmp_c = []
for n in range(n_c):
tmp = riemann_dist_symmetry[pred_label[i]==(n+1), :]
tmp2 = tmp[:, pred_label[i]==(n+1)]
distance = np.sum(tmp2, axis=0)
index = distance.argmin()
tmp_c.append( np.argwhere(pred_label[i]==(n+1))[index][0] )
rie_center_index.append(tmp_c)
In [ ]:
print(euc_center_index[1])
print(rie_center_index[1])
[203, 269, 232, 133, 309, 298, 242, 89, 146, 182] [207, 352, 50, 120, 323, 287, 256, 89, 156, 188]
In [ ]:
clu_index = 0 # 8 clusters
cog_condition = [] # 2 conditions
time_index = [] # 0-180 time window
for ci in rie_center_index[clu_index]:
cog_condition.append( 1+int(ci/180) )
time_index.append( ci%180 )
In [ ]:
print(cog_condition)
print(time_index)
[2, 2, 2, 1, 1, 2, 2, 2] [26, 143, 88, 120, 53, 75, 56, 107]
t-test of clustering results¶
In [ ]:
import importlib
importlib.reload(ttest_for_clusters)
for n_c in range(len(num_clusters)):
p_res = ttest_for_clusters.distance_ttest(pred_label[n_c], cov_dist_s, samp_num=500)
ttest_for_clusters.draw_test_mat(p_res, corr_p=True)
[]
[]
[]
Plot microstate series¶
In [ ]:
cluster_number_index = 0 # 8 clusters
each_condition_label = np.full((2, 180), np.nan)
type_num = 2
for tp in range(type_num):
st = tp*180
ed = st+180
each_condition_label[tp] = pred_label[cluster_number_index, st:ed]
each_condition_label[1][9:12] = 1
In [ ]:
for sym in range(type_num):
draw_states.draw_state_blocks_for_eeg(each_condition_label[sym], figsize=(3.5, 1.0), n_clusters=8,
# n_clusters=int(np.max(each_condition_label[sym])),
colorbar_fraction=0.015, tmin=0.0, tmax=0.7,
colorbar_ticks=[1,4,8]);
In [ ]:
importlib.reload(draw_states)
for sym in range(type_num):
draw_states.draw_state_blocks_for_eeg(each_condition_label[sym], figsize=(3.5, 1.0), n_clusters=8,
# n_clusters=int(np.max(each_condition_label[sym])),
colorbar_fraction=0.015, tmin=0.0, tmax=0.7,
colorbar_ticks=[1,4,8], rie_dist=cov_dist_s, current_cluster=sym);
Draw center EEG topomap¶
In [ ]:
# erp_data_mean [2, 28, 256]
half_win = 12
start_t = 51
end_t = 231
len_t = 180
eeg_state_centers = np.zeros((8, 28))
for i, cog_ind in enumerate(cog_condition):
eeg_state_centers[i] = np.mean(erp_data_mean[cog_ind-1, :, ((time_index[i]+start_t)-half_win):((time_index[i]+start_t)+half_win)], axis=1)
In [ ]:
draw_states.draw_grand_average_topo(eeg_state_centers, epo, cmap='bwr', draw_separate=True, colorbar=False);
In [ ]:
draw_states.draw_topo_diff(eeg_state_centers[3,:]-eeg_state_centers[7,:], epo, title='State 4 - State 8', cmap='bwr');
draw_states.draw_topo_diff(eeg_state_centers[4,:]-eeg_state_centers[6,:], epo, title='State 5 - State 7', cmap='bwr');
draw_states.draw_topo_diff(eeg_state_centers[3,:]-eeg_state_centers[1,:], epo, title='State 4 - State 2', cmap='bwr');
draw_states.draw_topo_diff(eeg_state_centers[6,:]-eeg_state_centers[1,:], epo, title='State 7 - State 2', cmap='bwr');
draw_states.draw_topo_diff(eeg_state_centers[2,:]-eeg_state_centers[1,:], epo, title='State 3 - State 2', cmap='bwr');